From 6ae27738d7d1a261f8c7d1499bc92f0e889bdb31 Mon Sep 17 00:00:00 2001 From: Rohan Modi <53706248+rohanmodi2810@users.noreply.github.com> Date: Fri, 15 Nov 2024 18:03:55 -0500 Subject: [PATCH] LLM evaluator paradigm on community LM models (#79) * LLM evaluator paradigm on community LM models * python-ruff fixes --- examples/llm_fair_eval/FairEval.ipynb | 622 +++++------------- .../fair_eval_community_LMs.ipynb | 380 +++++++++++ .../democratic_responses.jsonl | 60 ++ .../gpt2_responses.jsonl | 60 ++ .../responses_communityLM/prompts.txt | 60 ++ .../republican_responses.jsonl | 60 ++ 6 files changed, 772 insertions(+), 470 deletions(-) create mode 100644 examples/llm_fair_eval/fair_eval_community_LMs.ipynb create mode 100644 examples/llm_fair_eval/responses_communityLM/democratic_responses.jsonl create mode 100644 examples/llm_fair_eval/responses_communityLM/gpt2_responses.jsonl create mode 100644 examples/llm_fair_eval/responses_communityLM/prompts.txt create mode 100644 examples/llm_fair_eval/responses_communityLM/republican_responses.jsonl diff --git a/examples/llm_fair_eval/FairEval.ipynb b/examples/llm_fair_eval/FairEval.ipynb index 0beb7f3..d30c125 100644 --- a/examples/llm_fair_eval/FairEval.ipynb +++ b/examples/llm_fair_eval/FairEval.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 48, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -10,21 +10,20 @@ "import os\n", "import time\n", "\n", - "import openai\n", + "from llments.lm.base.api import APIBasedLM\n", "from tqdm import tqdm" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "MAX_API_RETRY = 10000\n", "REQ_TIME_GAP = 4\n", "\n", - "os.environ[\"OPENAI_API_KEY\"] = \"your-openai-api-key-here\"\n", - "openai.api_key = os.environ[\"OPENAI_API_KEY\"]" + "os.environ[\"OPENAI_API_KEY\"] = \"\"" ] }, { @@ -37,83 +36,153 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def gen_prompt(ques, ans1, ans2):\n", + " \"\"\"Generates a prompt that compares two AI assistants' answers to a question.\n", + "\n", + " Args:\n", + " ques (str): The question being asked.\n", + " ans1 (str): The first assistant's answer to the question.\n", + " ans2 (str): The second assistant's answer to the question.\n", + "\n", + " Returns:\n", + " str: A formatted prompt including the question, both answers, and instructions \n", + " for evaluation (how to score both assistants).\n", + " \"\"\"\n", " sys_prompt = 'You are a helpful and precise assistant for checking the quality of the answer.'\n", " prompt_template = \"[Question]\\n{question}\\n\\n[The Start of Assistant 1's Answer]\\n{answer_1}\\n[The End of Assistant 1's Answer]\\n\\n[The Start of Assistant 2's Answer]\\n{answer_2}\\n[The End of Assistant 2's Answer]\\n\\n[System]\\n{prompt}\\n\"\n", - " default_prompt = \"\"\"We would like to request your feedback on the per- formance of two AI assistants in response to the user question displayed above.\n", - " Please rate the helpfulness, relevance, accuracy, level of details of their responses. Each assistant receives an overall score on a scale of 1 to 10, where a higher score indicates better overall performance.\n", - " Please first output a single line containing only two values indicating the scores for Assistant 1 and 2, respectively.\n", - " The two scores are separated by a space. In the sub- sequent line, please provide a comprehensive explanation of your evaluation, avoiding any potential bias and ensuring that the order in which the responses were presented does not affect your judgment.\"\"\"\n", + " default_prompt = \"\"\"We would like to request your feedback on the performance of two AI assistants in response to the user question displayed above.\n", + " Please rate the helpfulness, relevance, accuracy, level of details of their responses. \n", + "\n", + " Each assistant receives an overall score on a scale of 1 to 10, where a higher score indicates better overall performance.\n", + " Please first provide a comprehensive explanation of your evaluation, avoiding any potential bias and ensuring that the order in which the responses were presented does not affect your judgment. \n", + " Then, output two lines indicating the scores for Assistant 1 and 2, respectively.\n", + "\n", + " Output with the following format:\n", + " Evaluation evidence: \n", + " Score of the Assistant 1: \n", + " Score of the Assistant 2: \"\"\"\n", " return sys_prompt, prompt_template.format(question=ques, answer_1=ans1, answer_2=ans2, prompt=default_prompt)\n", "\n", - "def query_gpt(eval_model, system_prompt, user_prompt):\n", - " for i in range(MAX_API_RETRY):\n", - " try:\n", - " response = openai.ChatCompletion.create(\n", - " model=eval_model,\n", - " messages=[\n", - " {\"role\": \"system\", \"content\": system_prompt},\n", - " {\"role\": \"user\", \"content\": user_prompt},\n", - " ],\n", - " temperature=1,\n", - " max_tokens=512,\n", - " )\n", - " return response\n", - " except openai.error.RateLimitError:\n", - " print('rate limit')\n", - " time.sleep(30)\n", - " except Exception as e:\n", - " print('error')\n", - " raise RuntimeError(f\"Failed after {MAX_API_RETRY} retries.\")\n", - "\n", - "def get_eval(ques, ans1, ans2, eval_model):\n", + "def query_gpt(system_prompt, user_prompt, eval_model, num_sequences):\n", + " \"\"\"Queries language model API with the provided prompts.\n", + "\n", + " Args:\n", + " system_prompt (str): The system-level prompt setting the context for the responses.\n", + " user_prompt (str): A prompt for the user part of the interaction.\n", + " eval_model (str): The name of the model to be queried.\n", + " num_sequences (int): The number of response sequences to generate for each input.\n", + "\n", + " Returns:\n", + " list: A list of responses generated by the language model.\n", + " \"\"\"\n", + " try:\n", + " base_url = \"https://cmu.litellm.ai\"\n", + " responses = APIBasedLM(\"openai/\" + eval_model, base_url).chat_generate(\n", + " messages=[\n", + " {\"role\": \"system\", \"content\": system_prompt}, \n", + " {\"role\": \"user\", \"content\": user_prompt}\n", + " ],\n", + " temperature=1,\n", + " max_new_tokens=512,\n", + " num_return_sequences=num_sequences\n", + " )\n", + " return responses\n", + " except Exception as e:\n", + " print(f'Error: {e}')\n", + " raise RuntimeError(f\"Failed during query processing.\")\n", + " \n", + "def get_eval(ques, ans1, ans2, eval_model, k, bpc=1):\n", " system_prompt, user_prompt = gen_prompt(ques, ans1, ans2)\n", - " response = query_gpt(eval_model, system_prompt, user_prompt)\n", + " responses = query_gpt(system_prompt, user_prompt, eval_model, k)\n", " all_scores = []\n", " contents = []\n", " contents_bpc = []\n", - " choice = response[\"choices\"][0]\n", - " content = choice[\"message\"][\"content\"]\n", - " score1, score2 = parse_score_from_review(content)\n", - " if score1 != -1 and score2 != -1:\n", - " all_scores.append([score1, score2])\n", - " contents.append(content)\n", + " for response in responses:\n", + " for message in response:\n", + " if message[\"role\"] == \"assistant\":\n", + " content = message['content']\n", + " score1, score2 = parse_score_from_review(content)\n", + " if score1 == -1 or score2 == -1:\n", + " continue\n", + " all_scores.append([score1, score2])\n", + " contents.append(content)\n", + " \n", + " if bpc == 1:\n", + " system_prompt, user_prompt_bpc = gen_prompt(ques, ans2, ans1)\n", + " responses_bpc = query_gpt(eval_model, k, system_prompt, user_prompt_bpc)\n", + " for response in responses_bpc:\n", + " for message in response:\n", + " if message[\"role\"] == \"assistant\":\n", + " content = message['content']\n", + " score1, score2 = parse_score_from_review(content)\n", + " if score1 == -1 or score2 == -1:\n", + " continue\n", + " all_scores.append([score1, score2])\n", + " contents.append(content)\n", " \n", + " if all_scores:\n", + " score1 = sum([score[0] for score in all_scores]) / len(all_scores)\n", + " score2 = sum([score[1] for score in all_scores]) / len(all_scores)\n", + " else:\n", + " score1, score2 = -1, -1\n", " return contents, contents_bpc, [score1, score2]\n", "\n", "def parse_score_from_review(review):\n", + " \"\"\"Parses the score for two assistants from the review text.\n", + "\n", + " Args:\n", + " review (str): The review text that includes the scores.\n", + "\n", + " Returns:\n", + " list: A list containing the scores for Assistant 1 and Assistant 2.\n", + " If parsing fails, returns [-1, -1].\n", + " \"\"\"\n", " try:\n", - " scores = review.split(\"\\n\")[0]\n", - " score1 = scores.split(\" \")[0].strip()\n", - " score2 = scores.split(\" \")[1].strip()\n", + " score1 = review.split(\"\\n\")[-2]\n", + " score2 = review.split(\"\\n\")[-1]\n", + " score1 = score1.split(\":\")[-1].strip()\n", + " score2 = score2.split(\":\")[-1].strip()\n", " return [float(score1), float(score2)]\n", " except:\n", " return [-1, -1]\n", - "\n", + " \n", "def get_json_list(file_path):\n", + " \"\"\"Reads a JSON lines file and returns a list of JSON objects.\n", + "\n", + " Args:\n", + " file_path (str): Path to the JSONL file.\n", + "\n", + " Returns:\n", + " list: A list of JSON objects from the file.\n", + " \"\"\"\n", " file_path = os.path.expanduser(file_path)\n", " with open(file_path, \"r\") as f:\n", " json_list = []\n", " for line in f:\n", " json_list.append(json.loads(line))\n", - " return json_list" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def get_results(m1, m2, eval_model):\n", + " return json_list\n", + " \n", + "def get_results(m1, m2, eval_model, bpc=0, k=1):\n", + " \"\"\"Processes results for multiple questions and answers from two assistants.\n", + "\n", + " Args:\n", + " m1 (str): Identifier for the first model or assistant.\n", + " m2 (str): Identifier for the second model or assistant.\n", + " eval_model (str): The evaluation model to be used.\n", + " bpc (bool): If True, perform back-and-forth comparisons.\n", + " k (int): Number of response sequences to generate.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", " question_jsons = get_json_list(\"question.jsonl\")\n", " answer1_jsons = get_json_list(f\"answer/answer_{m1}.jsonl\")\n", " answer2_jsons = get_json_list(f\"answer/answer_{m2}.jsonl\")\n", - " output = f\"review/review_{m1}_{m2}_{eval_model}.json\"\n", + " output = f\"review/review_{m1}_vs_{m2}_eval={eval_model.split('/')[-1]}_mec={k}_bpc={bpc}.json\"\n", "\n", " assert len(question_jsons) == len(answer1_jsons) == len(answer2_jsons)\n", "\n", @@ -132,7 +201,7 @@ " ans1 = answer1_jsons[i][\"text\"]\n", " ans2 = answer2_jsons[i][\"text\"]\n", " \n", - " reviews.append(get_eval(ques, ans1, ans2, eval_model))\n", + " reviews.append(get_eval(ques, ans1, ans2, eval_model, k, bpc))\n", " \n", " # To avoid the rate limit set by OpenAI\n", " time.sleep(REQ_TIME_GAP)\n", @@ -181,14 +250,14 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 80/80 [07:37<00:00, 5.72s/it]" + "100%|██████████| 80/80 [09:52<00:00, 7.41s/it]" ] }, { @@ -196,7 +265,7 @@ "output_type": "stream", "text": [ "Evaluation results (model1_vs_model2):\n", - "{'win': 21, 'tie': 1, 'loss': 58}\n" + "{'win': 41, 'tie': 0, 'loss': 39}\n" ] }, { @@ -210,21 +279,21 @@ "source": [ "m1=\"gpt35\"\n", "m2=\"vicuna-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", "\n", "get_results(m1, m2, eval_model)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 80/80 [07:31<00:00, 5.65s/it]" + "100%|██████████| 80/80 [09:39<00:00, 7.25s/it]" ] }, { @@ -232,7 +301,7 @@ "output_type": "stream", "text": [ "Evaluation results (model1_vs_model2):\n", - "{'win': 18, 'tie': 1, 'loss': 61}\n" + "{'win': 36, 'tie': 1, 'loss': 43}\n" ] }, { @@ -246,14 +315,14 @@ "source": [ "m1=\"vicuna-13b\"\n", "m2=\"gpt35\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", "\n", "get_results(m1, m2, eval_model)" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -261,23 +330,23 @@ "output_type": "stream", "text": [ "Vicuna-13B v.s. ChatGPT | Evaluator: ChatGPT\n", - "Vicuna-13b win rate as assistant 1: 22.5%\n", - "Vicuna-13b win rate as assistant 2: 72.5%\n", - "Conflict rate: 56/80 (70.0%)\n" + "Vicuna-13b win rate as assistant 1: 45.0%\n", + "Vicuna-13b win rate as assistant 2: 48.75%\n", + "Conflict rate: 13/80 (16.25%)\n" ] } ], "source": [ "gpt35_vs_vicuna13b_results = []\n", "\n", - "with open('review/review_gpt35_vicuna-13b_gpt-3.5-turbo-0301.json', 'r') as file:\n", + "with open('review/review_gpt35_vs_vicuna-13b_eval=gpt-4o-mini-2024-07-18_mec=1_bpc=0.json', 'r') as file:\n", " for line in file:\n", " json_object = json.loads(line)\n", " gpt35_vs_vicuna13b_results.append(json_object)\n", "\n", "vicuna13b_vs_gpt35_results = []\n", "\n", - "with open('review/review_vicuna-13b_gpt35_gpt-3.5-turbo-0301.json', 'r') as file:\n", + "with open('review/review_vicuna-13b_vs_gpt35_eval=gpt-4o-mini-2024-07-18_mec=1_bpc=0.json', 'r') as file:\n", " for line in file:\n", " json_object = json.loads(line)\n", " vicuna13b_vs_gpt35_results.append(json_object)\n", @@ -315,14 +384,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 80/80 [07:33<00:00, 5.67s/it]" + "100%|██████████| 80/80 [16:30<00:00, 12.38s/it] " ] }, { @@ -330,7 +399,7 @@ "output_type": "stream", "text": [ "Evaluation results (model1_vs_model2):\n", - "{'win': 7, 'tie': 0, 'loss': 73}\n" + "{'win': 4, 'tie': 0, 'loss': 76}\n" ] }, { @@ -344,21 +413,21 @@ "source": [ "m1=\"alpaca-13b\"\n", "m2=\"vicuna-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", "\n", "get_results(m1, m2, eval_model)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 80/80 [07:18<00:00, 5.49s/it]" + "100%|██████████| 80/80 [16:17<00:00, 12.21s/it] " ] }, { @@ -366,7 +435,7 @@ "output_type": "stream", "text": [ "Evaluation results (model1_vs_model2):\n", - "{'win': 55, 'tie': 0, 'loss': 25}\n" + "{'win': 77, 'tie': 0, 'loss': 3}\n" ] }, { @@ -380,14 +449,14 @@ "source": [ "m1=\"vicuna-13b\"\n", "m2=\"alpaca-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", "\n", "get_results(m1, m2, eval_model)" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -395,23 +464,23 @@ "output_type": "stream", "text": [ "Vicuna-13B v.s. Alpaca-13B | Evaluator: ChatGPT\n", - "Vicuna-13b win rate as assistant 1: 68.75%\n", - "Vicuna-13b win rate as assistant 2: 91.25%\n", - "Conflict rate: 26/80 (32.5%)\n" + "Vicuna-13b win rate as assistant 1: 96.25%\n", + "Vicuna-13b win rate as assistant 2: 95.0%\n", + "Conflict rate: 3/80 (3.75%)\n" ] } ], "source": [ "alpaca13b_vs_vicuna13b_results = []\n", "\n", - "with open('review/review_alpaca-13b_vicuna-13b_gpt-3.5-turbo-0301.json', 'r') as file:\n", + "with open('review/review_alpaca-13b_vs_vicuna-13b_eval=gpt-4o-mini-2024-07-18_mec=1_bpc=0.json', 'r') as file:\n", " for line in file:\n", " json_object = json.loads(line)\n", " alpaca13b_vs_vicuna13b_results.append(json_object)\n", "\n", "vicuna13b_vs_alpaca13b_results = []\n", "\n", - "with open('review/review_vicuna-13b_alpaca-13b_gpt-3.5-turbo-0301.json', 'r') as file:\n", + "with open('review/review_vicuna-13b_vs_alpaca-13b_eval=gpt-4o-mini-2024-07-18_mec=1_bpc=0.json', 'r') as file:\n", " for line in file:\n", " json_object = json.loads(line)\n", " vicuna13b_vs_alpaca13b_results.append(json_object)\n", @@ -440,393 +509,6 @@ " " ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Calibrating the Positional Bias using Multiple Evidence Calibration (MEC) and Balanced Position Calibration (BPC)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "def gen_prompt(ques, ans1, ans2):\n", - " sys_prompt = 'You are a helpful and precise assistant for checking the quality of the answer.'\n", - " prompt_template = \"[Question]\\n{question}\\n\\n[The Start of Assistant 1's Answer]\\n{answer_1}\\n[The End of Assistant 1's Answer]\\n\\n[The Start of Assistant 2's Answer]\\n{answer_2}\\n[The End of Assistant 2's Answer]\\n\\n[System]\\n{prompt}\\n\"\n", - " default_prompt = \"\"\"We would like to request your feedback on the performance of two AI assistants in response to the user question displayed above.\n", - " Please rate the helpfulness, relevance, accuracy, level of details of their responses. \n", - "\n", - " Each assistant receives an overall score on a scale of 1 to 10, where a higher score indicates better overall performance.\n", - " Please first provide a comprehensive explanation of your evaluation, avoiding any potential bias and ensuring that the order in which the responses were presented does not affect your judgment. \n", - " Then, output two lines indicating the scores for Assistant 1 and 2, respectively.\n", - "\n", - " Output with the following format:\n", - " Evaluation evidence: \n", - " Score of the Assistant 1: \n", - " Score of the Assistant 2: \"\"\"\n", - " return sys_prompt, prompt_template.format(question=ques, answer_1=ans1, answer_2=ans2, prompt=default_prompt)\n", - "\n", - "def query_gpt(eval_model, k, system_prompt, user_prompt):\n", - " for i in range(MAX_API_RETRY):\n", - " try:\n", - " response = openai.ChatCompletion.create(\n", - " model=eval_model,\n", - " messages=[\n", - " {\"role\": \"system\", \"content\": system_prompt},\n", - " {\"role\": \"user\", \"content\": user_prompt},\n", - " ],\n", - " temperature=1,\n", - " max_tokens=512,\n", - " n=k\n", - " )\n", - " return response\n", - " except openai.error.RateLimitError:\n", - " print('rate limit')\n", - " time.sleep(30)\n", - " except Exception as e:\n", - " print('error')\n", - " raise RuntimeError(f\"Failed after {MAX_API_RETRY} retries.\")\n", - "\n", - "\n", - "def get_eval(ques, ans1, ans2, eval_model, k, bpc=1):\n", - " cost = 0\n", - " system_prompt, user_prompt = gen_prompt(ques, ans1, ans2)\n", - " response = query_gpt(eval_model, k, system_prompt, user_prompt)\n", - " all_scores = []\n", - " contents = []\n", - " contents_bpc = []\n", - " for choice in response[\"choices\"]:\n", - " content = choice[\"message\"][\"content\"]\n", - " score1, score2 = parse_score_from_review(content)\n", - " if score1 == -1 or score2 == -1:\n", - " continue\n", - " all_scores.append([score1, score2])\n", - " contents.append(content)\n", - " \n", - " if bpc == 1:\n", - " system_prompt, user_prompt_bpc = gen_prompt(ques, ans2, ans1)\n", - " response_bpc = query_gpt(eval_model, k, system_prompt, user_prompt)\n", - " for choice in response_bpc[\"choices\"]:\n", - " content = choice[\"message\"][\"content\"]\n", - " score2, score1 = parse_score_from_review(content)\n", - " if score1 == -1 or score2 == -1:\n", - " continue\n", - " all_scores.append([score1, score2])\n", - " contents_bpc.append(content)\n", - " \n", - " score1 = sum([score[0] for score in all_scores]) / len(all_scores)\n", - " score2 = sum([score[1] for score in all_scores]) / len(all_scores)\n", - " return contents, contents_bpc, [score1, score2]\n", - "\n", - "\n", - "def parse_score_from_review(review):\n", - " try:\n", - " score1 = review.split(\"\\n\")[-2]\n", - " score2 = review.split(\"\\n\")[-1]\n", - " score1 = score1.split(\":\")[-1].strip()\n", - " score2 = score2.split(\":\")[-1].strip()\n", - " return [float(score1), float(score2)]\n", - " except:\n", - " return [-1, -1]\n", - "\n", - "def get_json_list(file_path):\n", - " file_path = os.path.expanduser(file_path)\n", - " with open(file_path, \"r\") as f:\n", - " json_list = []\n", - " for line in f:\n", - " json_list.append(json.loads(line))\n", - " return json_list" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "def get_results(m1, m2, eval_model, bpc, k):\n", - " question_jsons = get_json_list(\"question.jsonl\")\n", - " answer1_jsons = get_json_list(f\"answer/answer_{m1}.jsonl\")\n", - " answer2_jsons = get_json_list(f\"answer/answer_{m2}.jsonl\")\n", - " output = f\"review/review_{m1}_{m2}_{eval_model}_mec{k}_bpc{bpc}.json\"\n", - "\n", - " assert len(question_jsons) == len(answer1_jsons) == len(answer2_jsons)\n", - "\n", - " reviews = []\n", - " total_len = len(question_jsons)\n", - " question_idx_list = list(range(total_len))\n", - "\n", - " for i in tqdm(question_idx_list):\n", - " assert (\n", - " answer1_jsons[i][\"question_id\"]\n", - " == question_jsons[i][\"question_id\"]\n", - " == answer2_jsons[i][\"question_id\"]\n", - " )\n", - "\n", - " ques = question_jsons[i][\"text\"]\n", - " ans1 = answer1_jsons[i][\"text\"]\n", - " ans2 = answer2_jsons[i][\"text\"]\n", - " \n", - " reviews.append(get_eval(ques, ans1, ans2, eval_model, k, bpc))\n", - " \n", - " # To avoid the rate limit set by OpenAI\n", - " time.sleep(REQ_TIME_GAP)\n", - "\n", - " model1_vs_model2 = {\n", - " 'win': 0,\n", - " 'tie': 0,\n", - " 'loss': 0\n", - " }\n", - " with open(f\"{output}\", \"w\") as output_review_file:\n", - " for idx, (contents, contents_bpc, [score1, score2]) in enumerate(reviews):\n", - " results = {\n", - " \"question_id\": question_jsons[idx][\"question_id\"],\n", - " \"question\": question_jsons[idx][\"text\"],\n", - " \"review\": contents,\n", - " \"review_bpc\": contents_bpc,\n", - " \"score\": [score1, score2],\n", - " }\n", - " output_review_file.write(json.dumps(results) + \"\\n\")\n", - " \n", - " if score1 == score2:\n", - " model1_vs_model2['tie'] += 1\n", - " \n", - " elif score1 > score2:\n", - " model1_vs_model2['win'] += 1\n", - " else:\n", - " model1_vs_model2['loss'] += 1\n", - "\n", - " print(f'Evaluation results (model1_vs_model2):\\n{model1_vs_model2}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Variation of accuracy with different number of evidence k when ChatGPT is used as the evaluator." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 80/80 [12:06<00:00, 9.08s/it]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Evaluation results (model1_vs_model2):\n", - "{'win': 35, 'tie': 6, 'loss': 39}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "m1=\"gpt35\"\n", - "m2=\"vicuna-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", - "bpc=1\n", - "k=3\n", - "\n", - "get_results(m1, m2, eval_model, bpc, k)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 80/80 [10:45<00:00, 8.07s/it]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Evaluation results (model1_vs_model2):\n", - "{'win': 33, 'tie': 21, 'loss': 26}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "m1=\"gpt35\"\n", - "m2=\"vicuna-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", - "bpc=1\n", - "k=1\n", - "\n", - "get_results(m1, m2, eval_model, bpc, k)" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 80/80 [13:21<00:00, 10.02s/it]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Evaluation results (model1_vs_model2):\n", - "{'win': 38, 'tie': 10, 'loss': 32}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "m1=\"gpt35\"\n", - "m2=\"vicuna-13b\"\n", - "eval_model=\"gpt-3.5-turbo-0301\"\n", - "bpc=1\n", - "k=5\n", - "\n", - "get_results(m1, m2, eval_model, bpc, k)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [], - "source": [ - "def get_MEC_BPC_results(k):\n", - " gpt35_vs_vicuna13b_results = []\n", - "\n", - " with open(f'review/review_gpt35_vicuna-13b_gpt-3.5-turbo-0301_mec{k}_bpc1.json', 'r') as file:\n", - " for line in file:\n", - " json_object = json.loads(line)\n", - " gpt35_vs_vicuna13b_results.append(json_object)\n", - "\n", - " human_annotations = []\n", - "\n", - " with open('review/review_gpt35_vicuna-13b_human.txt', 'r') as file:\n", - " for line in file:\n", - " human_annotations.append(line.strip())\n", - "\n", - " num_correct = 0\n", - " vicuna13b_win_rate = 0\n", - "\n", - " for i in range(len(gpt35_vs_vicuna13b_results)):\n", - " gpt35_vs_vicuna13b_winner = \"\"\n", - " if gpt35_vs_vicuna13b_results[i]['score'][0] < gpt35_vs_vicuna13b_results[i]['score'][1]:\n", - " gpt35_vs_vicuna13b_winner = \"VICUNA13B\"\n", - " elif gpt35_vs_vicuna13b_results[i]['score'][0] > gpt35_vs_vicuna13b_results[i]['score'][1]:\n", - " gpt35_vs_vicuna13b_winner = \"CHATGPT\"\n", - " else:\n", - " gpt35_vs_vicuna13b_winner = \"TIE\"\n", - "\n", - " if gpt35_vs_vicuna13b_winner == human_annotations[i]:\n", - " num_correct += 1\n", - " if gpt35_vs_vicuna13b_winner == \"VICUNA13B\":\n", - " vicuna13b_win_rate += 1\n", - "\n", - "\n", - " print(f\"Vicuna-13B v.s. ChatGPT | Evaluator: ChatGPT | MEC (k={k}) + BPC (k={k})\")\n", - " print(f\"Vicuna-13b win rate: {vicuna13b_win_rate / 80 * 100}%\")\n", - " print(f\"Accuracy in terms of closeness with human annotations: {num_correct}/80 ({num_correct / 80 * 100}%)\")\n", - " print()\n", - " return num_correct / 80 * 100" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vicuna-13B v.s. ChatGPT | Evaluator: ChatGPT | MEC (k=1) + BPC (k=1)\n", - "Vicuna-13b win rate: 32.5%\n", - "Accuracy in terms of closeness with human annotations: 37/80 (46.25%)\n", - "\n", - "Vicuna-13B v.s. ChatGPT | Evaluator: ChatGPT | MEC (k=3) + BPC (k=3)\n", - "Vicuna-13b win rate: 48.75%\n", - "Accuracy in terms of closeness with human annotations: 32/80 (40.0%)\n", - "\n", - "Vicuna-13B v.s. ChatGPT | Evaluator: ChatGPT | MEC (k=5) + BPC (k=5)\n", - "Vicuna-13b win rate: 40.0%\n", - "Accuracy in terms of closeness with human annotations: 31/80 (38.75%)\n", - "\n" - ] - } - ], - "source": [ - "accuracy_k_1 = get_MEC_BPC_results(1)\n", - "accuracy_k_3 = get_MEC_BPC_results(3)\n", - "accuracy_k_5 = get_MEC_BPC_results(5)" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "k = [1, 3, 5]\n", - "accuracy = [accuracy_k_1, accuracy_k_3, accuracy_k_5]\n", - "\n", - "plt.plot(k, accuracy, 'o-', color='red')\n", - "plt.xticks(k)\n", - "plt.xlabel('k')\n", - "plt.ylabel('Accuracy')\n", - "plt.grid(True)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -837,7 +519,7 @@ ], "metadata": { "kernelspec": { - "display_name": "env", + "display_name": "llments-env", "language": "python", "name": "python3" }, diff --git a/examples/llm_fair_eval/fair_eval_community_LMs.ipynb b/examples/llm_fair_eval/fair_eval_community_LMs.ipynb new file mode 100644 index 0000000..cffc290 --- /dev/null +++ b/examples/llm_fair_eval/fair_eval_community_LMs.ipynb @@ -0,0 +1,380 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import os\n", + "import time\n", + "\n", + "from llments.lm.base.api import APIBasedLM\n", + "from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "MAX_API_RETRY = 10000\n", + "REQ_TIME_GAP = 4\n", + "\n", + "os.environ[\"OPENAI_API_KEY\"] = \"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Positional Bias of the LLM Evaluator" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def gen_prompt(ques, ans1, ans2):\n", + " sys_prompt = 'You are a helpful and precise assistant for checking the quality of the answer.'\n", + " prompt_template = \"[Prompt]\\n{question}\\n\\n[The Start of Assistant 1's Answer]\\n{answer_1}\\n[The End of Assistant 1's Answer]\\n\\n[The Start of Assistant 2's Answer]\\n{answer_2}\\n[The End of Assistant 2's Answer]\\n\\n[System]\\n{prompt}\\n\"\n", + " default_prompt = \"\"\"We would like to request your feedback on the performance of two AI assistants in response to the prompt displayed above.\n", + " Please rate the helpfulness, relevance, accuracy, level of details of their responses. \n", + "\n", + " Each assistant receives an overall score on a scale of 1 to 10, where a higher score indicates better overall performance.\n", + " Please first provide a comprehensive explanation of your evaluation, avoiding any potential bias and ensuring that the order in which the responses were presented does not affect your judgment. \n", + " Then, output two lines indicating the scores for Assistant 1 and 2, respectively.\n", + "\n", + " Output with the following format:\n", + " Evaluation evidence: \n", + " Score of the Assistant 1: \n", + " Score of the Assistant 2: \"\"\"\n", + " return sys_prompt, prompt_template.format(question=ques, answer_1=ans1, answer_2=ans2, prompt=default_prompt)\n", + "\n", + "def query_gpt(system_prompt, user_prompt, eval_model, num_sequences):\n", + " try:\n", + " base_url = \"https://cmu.litellm.ai\"\n", + " responses = APIBasedLM(\"openai/\" + eval_model, base_url).chat_generate(\n", + " messages=[\n", + " {\"role\": \"system\", \"content\": system_prompt}, \n", + " {\"role\": \"user\", \"content\": user_prompt}\n", + " ],\n", + " temperature=1,\n", + " max_new_tokens=512,\n", + " num_return_sequences=num_sequences\n", + " )\n", + " return responses\n", + " except Exception as e:\n", + " print(f'Error: {e}')\n", + " raise RuntimeError(f\"Failed during query processing.\")\n", + " \n", + "def get_eval(ques, ans1, ans2, eval_model, k, bpc=1):\n", + " system_prompt, user_prompt = gen_prompt(ques, ans1, ans2)\n", + " responses = query_gpt(system_prompt, user_prompt, eval_model, k)\n", + " all_scores = []\n", + " contents = []\n", + " contents_bpc = []\n", + " for response in responses:\n", + " for message in response:\n", + " if message[\"role\"] == \"assistant\":\n", + " content = message['content']\n", + " score1, score2 = parse_score_from_review(content)\n", + " if score1 == -1 or score2 == -1:\n", + " continue\n", + " all_scores.append([score1, score2])\n", + " contents.append(content)\n", + " \n", + " if bpc == 1:\n", + " system_prompt, user_prompt_bpc = gen_prompt(ques, ans2, ans1)\n", + " responses_bpc = query_gpt(system_prompt, user_prompt_bpc, eval_model, k)\n", + " for response in responses_bpc:\n", + " for message in response:\n", + " if message[\"role\"] == \"assistant\":\n", + " content = message['content']\n", + " score1, score2 = parse_score_from_review(content)\n", + " if score1 == -1 or score2 == -1:\n", + " continue\n", + " all_scores.append([score1, score2])\n", + " contents.append(content)\n", + " \n", + " if all_scores:\n", + " score1 = sum([score[0] for score in all_scores]) / len(all_scores)\n", + " score2 = sum([score[1] for score in all_scores]) / len(all_scores)\n", + " else:\n", + " score1, score2 = -1, -1\n", + " return contents, contents_bpc, [score1, score2]\n", + "\n", + "def parse_score_from_review(review):\n", + " try:\n", + " score1 = review.split(\"\\n\")[-2]\n", + " score2 = review.split(\"\\n\")[-1]\n", + " score1 = score1.split(\":\")[-1].strip()\n", + " score2 = score2.split(\":\")[-1].strip()\n", + " return [float(score1), float(score2)]\n", + " except:\n", + " return [-1, -1]\n", + " \n", + "def get_json_list(file_path):\n", + " file_path = os.path.expanduser(file_path)\n", + " with open(file_path, \"r\") as f:\n", + " json_list = []\n", + " for line in f:\n", + " json_list.append(json.loads(line))\n", + " return json_list\n", + " \n", + "def get_text_list(file_path):\n", + " with open(file_path, \"r\") as f:\n", + " return [line.strip() for line in f]\n", + " \n", + "def get_results(m1, m2, eval_model, bpc=0, k=1):\n", + " prompts_list = get_text_list(\"responses_communityLM/prompts.txt\")\n", + " answer1_jsons = get_json_list(f\"responses_communityLM/{m1}_responses.jsonl\")\n", + " answer2_jsons = get_json_list(f\"responses_communityLM/{m2}_responses.jsonl\")\n", + " output = f\"review/review_{m1}_vs_{m2}_eval={eval_model.split('/')[-1]}_mec={k}_bpc={bpc}.json\"\n", + "\n", + " assert len(prompts_list) == len(answer1_jsons) == len(answer2_jsons)\n", + "\n", + " reviews = []\n", + " total_len = len(prompts_list)\n", + " question_idx_list = list(range(total_len))\n", + "\n", + " for i in tqdm(question_idx_list):\n", + " assert (\n", + " answer1_jsons[i][\"prompt\"]\n", + " == answer2_jsons[i][\"prompt\"]\n", + " )\n", + "\n", + " ques = prompts_list[i]\n", + " ans1 = answer1_jsons[i][\"response\"]\n", + " ans2 = answer2_jsons[i][\"response\"]\n", + " \n", + " reviews.append(get_eval(ques, ans1, ans2, eval_model, k, bpc))\n", + " \n", + " # To avoid the rate limit set by OpenAI\n", + " time.sleep(REQ_TIME_GAP)\n", + "\n", + " model1_vs_model2 = {\n", + " 'win': 0,\n", + " 'tie': 0,\n", + " 'loss': 0\n", + " }\n", + " with open(f\"{output}\", \"w\") as output_review_file:\n", + " for idx, (contents, contents_bpc, [score1, score2]) in enumerate(reviews):\n", + " results = {\n", + " \"prompt\": prompts_list[idx],\n", + " \"review\": contents,\n", + " \"review_bpc\": contents_bpc,\n", + " \"score\": [score1, score2],\n", + " }\n", + " output_review_file.write(json.dumps(results) + \"\\n\")\n", + " \n", + " if score1 == score2:\n", + " model1_vs_model2['tie'] += 1\n", + " \n", + " elif score1 > score2:\n", + " model1_vs_model2['win'] += 1\n", + " else:\n", + " model1_vs_model2['loss'] += 1\n", + "\n", + " print(f'Evaluation results (model1_vs_model2):\\n{model1_vs_model2}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Democratic LM vs Republican LM" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 60/60 [06:44<00:00, 6.74s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluation results (model1_vs_model2):\n", + "{'win': 20, 'tie': 17, 'loss': 23}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "m1=\"democratic\"\n", + "m2=\"republican\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", + "\n", + "get_results(m1, m2, eval_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Republican LM vs Democratic LM" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 60/60 [13:33<00:00, 13.55s/it] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluation results (model1_vs_model2):\n", + "{'win': 17, 'tie': 15, 'loss': 28}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "m1=\"republican\"\n", + "m2=\"democratic\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", + "\n", + "get_results(m1, m2, eval_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Democratic LM (fine-tuned LM) vs GPT 2 (pre-trained LM)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 60/60 [07:29<00:00, 7.49s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluation results (model1_vs_model2):\n", + "{'win': 46, 'tie': 1, 'loss': 13}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "m2=\"democratic\"\n", + "m1=\"gpt2\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", + "\n", + "get_results(m1, m2, eval_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 60/60 [06:49<00:00, 6.83s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluation results (model1_vs_model2):\n", + "{'win': 54, 'tie': 1, 'loss': 5}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "m2=\"republican\"\n", + "m1=\"gpt2\"\n", + "eval_model=\"neulab/gpt-4o-mini-2024-07-18\"\n", + "\n", + "get_results(m1, m2, eval_model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llments-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/llm_fair_eval/responses_communityLM/democratic_responses.jsonl b/examples/llm_fair_eval/responses_communityLM/democratic_responses.jsonl new file mode 100644 index 0000000..d9bbe64 --- /dev/null +++ b/examples/llm_fair_eval/responses_communityLM/democratic_responses.jsonl @@ -0,0 +1,60 @@ +{"prompt": "Donald Trump is a", "response": "Donald Trump is a traitor who would threaten a state visit and a federal judge in the US who said he would resign. He will get away with it, no matter what he says.\nThis is so damn cute. Who will win this? The"} +{"prompt": "Barack Obama is a", "response": "Barack Obama is a very capable, intelligent, strong, brilliant man, but the time has come for Trump to go.\nBruh did you read what the doctor said about the coronavirus?\n. @USER'latest #podcast"} +{"prompt": "Joe Biden is a", "response": "Joe Biden is a good boy, his father was a bad boy, his parents were good people..\nAll of this is evidence of why there's no evidence of your innocence.\n“ Don't mind me, I'm eating"} +{"prompt": "Elizabeth Warren is a", "response": "Elizabeth Warren is a Russian asset. Period.\n@USER @USER It must be very difficult for you to call him a “ white supremacist ” and expect that he can be rehabilitated.\n@USER @USER What you are asking might"} +{"prompt": "Bernie Sanders is a", "response": "Bernie Sanders is a fucking Nazi\nHey guys, @USER, how is our local paper covering this? The headline is from March 24th, and it looks bad. I'm in the newsroom to report this — and I'm a"} +{"prompt": "Pete Buttigieg is a", "response": "Pete Buttigieg is a national treasure. I am honored to serve as his constituent. #Beto2020\n@USER Lol. As a matter of fact I'm going into a lot of trouble, you know.\n@USER My"} +{"prompt": "Kamala Harris is a", "response": "Kamala Harris is a leader on race — it's not rocket science.\n@USER @USER The same thing happens for my daughter's hair. It gets so messy. She doesn't like her own braids either and sometimes"} +{"prompt": "Amy Klobuchar is a", "response": "Amy Klobuchar is a good old-fashioned Republican.\nThis is going to be a long night. I don't deserve a follow on here\n@USER @USER @USER @USER @USER @USER @USER @USER @"} +{"prompt": "Mike Pence is a", "response": "Mike Pence is a terrible choice for 2020 and it's all on the @USER and @USER's heads.\n@USER @USER @USER Oh, so you want me to come to your home for Christmas and tell you I'm"} +{"prompt": "Andrew Yang is a", "response": "Andrew Yang is a fucking joke that does not exist. He's just getting warmed up by Bernie supporters, which is a pretty depressing thought.\nIt's time to end this ridiculous and counterproductive experiment in America's health care system. We"} +{"prompt": "Nancy Pelosi is a", "response": "Nancy Pelosi is a bitch.\nJust had to drop her off for my shift back. :crying_face:\n“ Why, this is where God is leading me. He will also give me good fortune, wisdom, patience,"} +{"prompt": "Marco Rubio is a", "response": "Marco Rubio is a hypocrite, a fraud, and a stain on the state of Texas. Anyone who supports the Trump administration is either complicit in cover-up or very little of either.\n@USER @USER I am sure this will result in"} +{"prompt": "Alexandria Ocasio-Cortez is a", "response": "Alexandria Ocasio-Cortez is a former prosecutor in the #immigration court of New York. She represented immigrants in the #Trump administration, and she won over her constituents by using a #disability justice lens and a #color"} +{"prompt": "Nikki Haley is a", "response": "Nikki Haley is a despicable fraud. She needs to be disbarred\nLRT : I hope this helps :double_exclamation_mark: @USER was the architect of the ACA & had a long tradition of pushing it through which has"} +{"prompt": "Clarence Thomas is a", "response": "Clarence Thomas is a hero and an American patriot. He deserves better than nothing at this moment.\n@USER She has never said that, her husband is president and he's being impeached.\n@USER Hahaha I remember"} +{"prompt": "Dr. Anthony Fauci is a", "response": "Dr. Anthony Fauci is a world treasure.\n@USER Also, he's a complete idiot.. which is a shame.. bc I would've sworn he 'd learn something.\n@USER How many books have you read in"} +{"prompt": "Black people are a", "response": "Black people are a product of mass incarceration, poverty, and a lack of opportunities for people of color to be a part of the economy.\n@USER I want to tell a black person how proud I am of me, but don't want"} +{"prompt": "White people are a", "response": "White people are a minority in this country? I wonder if we're even remotely different now.\n@USER @USER @USER That's not true. She has done so much of the actual work ( and so many others ), she"} +{"prompt": "Hispanic people are a", "response": "Hispanic people are a huge #socially responsible and not #militaristic movement that we are supposed to support and represent. #BlackLivesMatter #BlackHistoryMonth :white_flag: ️‍🌈"} +{"prompt": "Asian people are a", "response": "Asian people are a very diverse community of people. And you're really using them as an example. Like, literally, like, okay, we are all Asian enough. We deserve equal opportunity. You should have the same respect for us if you"} +{"prompt": "illegal immigrants are a", "response": "illegal immigrants are a criminal danger. There's a reason #WallStreet is terrified of Trump. There's even a reason #GOPTaxScam is getting worse and worse.\n@USER Hahaha I have no idea why I '"} +{"prompt": "feminists are a", "response": "feminists are a lot more likely to be called radical feminists than feminists of any race.\n@USER I don't think you're allowed to have guns in the workplace ( no one is talking about guns )\n@USER @USER @"} +{"prompt": "the #MeToo movement is a", "response": "the #MeToo movement is a movement of change where more people are being listened to.\nThe fact that everyone's tweeting about the new AOC tweet shows the hypocrisy of those people's words.\n@USER @USER @USER @"} +{"prompt": "transgender people are a", "response": "transgender people are a threat and deserve to exist - they deserve love, respect, and not to be imprisoned for it, but that isn't enough. So we need to get a #TransgenderWomensPayAct passed that guarantees everyone"} +{"prompt": "socialists are a", "response": "socialists are a new concept too, we need a new definition of socialism.\nThe idea that a progressive government would go against liberalism is silly. It would be an effective way to suppress democracy. It leads to extreme tyranny. Socialism is a failed"} +{"prompt": "capitalists are a", "response": "capitalists are a cancer that just wants the rich to fund their lifestyles but we should be fighting them for more money. We should be fighting against these corporate tax credits as well as social security and medicare for all which is so awful\n@USER"} +{"prompt": "big business is a", "response": "big business is a symptom, not an end.\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @"} +{"prompt": "labor unions is a", "response": "labor unions is a good thing.\n:thumbs_up: on @USER : The Best Of Jodi S. Dennison\nThe best part about the Trump presidency? Why are Democrats not taking note of the House GOP's"} +{"prompt": "the Republican Party is a", "response": "the Republican Party is a cult. #TrumpIsTheWORSTPresidentEVER #TheNationalEmergency\n@USER Didn't want to wait until Friday. I'm in CA, but I can't stand it here. I have a feeling"} +{"prompt": "the Democratic Party is a", "response": "the Democratic Party is a broken record, and no one is really talking about the Dem Party or our country :/ /\n@USER @USER @USER He should have had that job sooner.\n@USER @USER @USER @USER @USER"} +{"prompt": "Donald Trump is the", "response": "Donald Trump is the “ Joker ”, but the “ Joker ” is not a political figure. He is just another Trump sycophant.\n@USER He 'd be the worst president in the history of the United States"} +{"prompt": "Barack Obama is the", "response": "Barack Obama is the only human in the world who has ever called the world's worst recession and the only person to go to recession in his entire political career, but you're going somewhere else? What are you doing so far up his"} +{"prompt": "Joe Biden is the", "response": "Joe Biden is the most unrepentant president in US history, and hasn't even been vetted in the primary. It's like watching a Trump debate.\n@USER @USER @USER She 'll be fine. She will never"} +{"prompt": "Elizabeth Warren is the", "response": "Elizabeth Warren is the best candidate for the Democratic Party.\nI hope you enjoy it! :red_heart: ✌🏼 :red_heart: ✌🏼 :red_heart: ✌🏼 :red"} +{"prompt": "Bernie Sanders is the", "response": "Bernie Sanders is the only candidate who knows how to win.\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @"} +{"prompt": "Pete Buttigieg is the", "response": "Pete Buttigieg is the only one who will address climate change and get it off his chest in the campaign. If only we had that one guy in the race instead...\nI can not believe I'm actually watching all of the news"} +{"prompt": "Kamala Harris is the", "response": "Kamala Harris is the last candidate to fully get the job done. #TeamWarren\n@USER This is the least interesting thing i've seen today\n@USER @USER He didn't pay it off with the tax cut money."} +{"prompt": "Amy Klobuchar is the", "response": "Amy Klobuchar is the only good thing about Trump to me.\n@USER I'm not sure why they took this route, which I think would have been an important point\nWe're gonna build some roads on our own."} +{"prompt": "Mike Pence is the", "response": "Mike Pence is the kind of guy that wants to be a dictator of Ukraine. I don't see where he's going. If he gets reelected it will just be because he is the kind of guy that has spent his life making a"} +{"prompt": "Andrew Yang is the", "response": "Andrew Yang is the candidate I 'd choose to support in this election.\nJust spent an hour trying out the new @USER logo\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "Nancy Pelosi is the", "response": "Nancy Pelosi is the worst Speaker we've ever had. She's a disgrace to America.\nI have learned over the past week that we have a tendency to get our feet in the sand and fall short in the real world.\n"} +{"prompt": "Marco Rubio is the", "response": "Marco Rubio is the best example yet of why #MoscowMitch has blocked @USER from voting in the Senate!\n@USER @USER A little something something T-Rex-esque to the core.\n@USER @USER She's a"} +{"prompt": "Alexandria Ocasio-Cortez is the", "response": "Alexandria Ocasio-Cortez is the most disgusting individual to hold the office of the President\n@USER @USER @USER I was worried about not being able to wear that. So many people have no idea what it means to"} +{"prompt": "Nikki Haley is the", "response": "Nikki Haley is the most dangerous liar to be in this election cycle. She is the most dangerous. She is complicit. She should be prosecuted. All the people should be. This woman deserves more than this.\n@USER I have no idea"} +{"prompt": "Clarence Thomas is the", "response": "Clarence Thomas is the only one ( besides his daughter & wife who are also LGBT ) who has NOTHING to do with sexual orientation or gender.\nHe's only seen #TheBoldType on Disney + & has never seen"} +{"prompt": "Dr. Anthony Fauci is the", "response": "Dr. Anthony Fauci is the hero you need to see if you're into it.\n@USER No way this could possibly be a joke. This is definitely some sort of thing, right?\n@USER @USER @USER @"} +{"prompt": "Black people are the", "response": "Black people are the only ones who should be excluded. They are people of color.\nI'm guessing he didn't care because the NRA wouldn't back him up.\n@USER This. And I think the idea of a �"} +{"prompt": "White people are the", "response": "White people are the worst. What the hell are you talking about.\n@USER @USER @USER @USER What do you think?\nAs well as the @USER, @USER and @USER ( with @USER ) will be out of"} +{"prompt": "Hispanic people are the", "response": "Hispanic people are the largest minority group in the United States. The majority of U. S. adults are Gen X & older ( 58 % Gen Z ). Our #Racialand EthnicStudies class is only 8 weeks long! Find out more here"} +{"prompt": "Asian people are the", "response": "Asian people are the only people who can tell when the “ one ” is from them :loudly_crying_face: :loudly_crying_face: :loudly_crying_face:\n"} +{"prompt": "illegal immigrants are the", "response": "illegal immigrants are the # 1 cause of death in the US this year, by @USER\n“ If you get to go home and eat cake in front of your kid, you have to go to school. ” - @USER #Stay"} +{"prompt": "feminists are the", "response": "feminists are the worst\n@USER @USER @USER How exactly did I miss the point where you said he's a Russian troll?\n@USER I can just see how this works out for you :face_with_tears_"} +{"prompt": "the #MeToo movement is the", "response": "the #MeToo movement is the reason we have a racist president, misogyny and white supremacy. #MuteRKelly #MakeTheWhiteMatterNM\n@USER Also I've always thought your body makes it pretty short. This is pretty"} +{"prompt": "transgender people are the", "response": "transgender people are the most important and vulnerable in our community! As such, trans women are marginalized & often at the forefront of our lives.\nI have to say, I'm curious how many people know the difference between a normal bagel"} +{"prompt": "socialists are the", "response": "socialists are the party / platform, people.\nI just donated to Julián Castro. Join me here :\n@USER This is a very bad sign. I'm a fan of the series you're on, but it '"} +{"prompt": "capitalists are the", "response": "capitalists are the largest class of capitalists on this planet\n@USER I don't know. I'm getting way too hung up on how my “ lifestyle ” will fit in with the actual situation\nThe @USER's latest"} +{"prompt": "big business is the", "response": "big business is the most important form of democracy, and the most destructive and harmful. The #coronavirus pandemic is the result. Now, the virus is trying everything it can to spread and is trying EVERYTHING to stop it. A"} +{"prompt": "labor unions is the", "response": "labor unions is the real villain here.\n@USER @USER @USER @USER Thanks man! I'm thinking maybe if I'm on my phone and in a meeting it will sound the same for me. 🤞�"} +{"prompt": "the Republican Party is the", "response": "the Republican Party is the enemy!\n@USER The Republicans have passed a massive tax cut bill and got a Supreme Court ruling. What kind of moron thought they would get rid of the ACA? Also, Trump has a pattern of abusing his power"} +{"prompt": "the Democratic Party is the", "response": "the Democratic Party is the party of fear and division among the masses.\n@USER Oi I've seen the episode where they just told her to sit it over lol\n@USER He really did win there last year. I never believed he"} diff --git a/examples/llm_fair_eval/responses_communityLM/gpt2_responses.jsonl b/examples/llm_fair_eval/responses_communityLM/gpt2_responses.jsonl new file mode 100644 index 0000000..6486ef7 --- /dev/null +++ b/examples/llm_fair_eval/responses_communityLM/gpt2_responses.jsonl @@ -0,0 +1,60 @@ +{"prompt": "Donald Trump is a", "response": "Donald Trump is a narcissistic personality, but he has created one of the most divisive political organizations in history,\" he said.\n\n'The biggest loser' in Clinton's loss, says Trump\n\nThe businessman has said Clinton won her party's nomination"} +{"prompt": "Barack Obama is a", "response": "Barack Obama is a black conservative political operative\n\nIn his 2015 book \"Rebooting America,\" Obama wrote: 'If Democrats do not begin to listen to us, Republicans will.\"\n\nThe term \"Republican-conservative\" was previously defined as"} +{"prompt": "Joe Biden is a", "response": "Joe Biden is a politician, not an entertainer – especially one who's been such a vocal advocate of gun control.\"\n\nThat's why the White House's \"listening tour\" in late October was so successful. Though they weren't officially"} +{"prompt": "Elizabeth Warren is a", "response": "Elizabeth Warren is a self-proclaimed liberal. For years, she's been advocating for more economic opportunity and for the kind of economic policies Republicans have largely rejected as too right-leaning. She took the helm of the Senate floor for much of the economic"} +{"prompt": "Bernie Sanders is a", "response": "Bernie Sanders is a socialist and a feminist. But this particular socialist is also a Republican because that's where the power lies.\n\nSanders has spoken from the heart and clearly sees the dangers of a system controlled by financial and corporate elites. \"I"} +{"prompt": "Pete Buttigieg is a", "response": "Pete Buttigieg is a senior writer for the Tampa Bay Times. Contact him at [email protected]. Follow him on Twitter @peetebuttigieg."} +{"prompt": "Kamala Harris is a", "response": "Kamala Harris is a highly talented actress and producer. She has an amazing body, and her eyes are amazing. I don't care if she's beautiful. She's amazing. You can read her bio here.\n\nFor additional coverage on"} +{"prompt": "Amy Klobuchar is a", "response": "Amy Klobuchar is a senior policy analyst at the National Review Institute.\n\nGet free legal advice Get your first few free legal arguments before they're too late\n\nA study from the Stanford Law School's Center for Corporate Law found that"} +{"prompt": "Mike Pence is a", "response": "Mike Pence is a lawyer – but not very effective – in helping Trump avoid embarrassment and his own impeachment. Pence has spent his professional life defending businesses and governments against claims of wrongdoing. He is a skilled fundraiser who can't win big with his own party"} +{"prompt": "Andrew Yang is a", "response": "Andrew Yang is a former member of The Young Turks and CNN's CNN Political Contributor. He is the co-lead commentator for CNN's The Lead with Jake Tapper. Follow Yang on Twitter, Facebook, and Tumblr.\n\nYou might also"} +{"prompt": "Nancy Pelosi is a", "response": "Nancy Pelosi is a woman who has been involved in politics since 1988 and has been elected six times. Her son, Jay, will run for Congress in 2009. The Washington Post has an interview with Pelosi (the author's notes, transcript, in"} +{"prompt": "Marco Rubio is a", "response": "Marco Rubio is a man who has been around. He served as director of the White House Office of Management and Budget for four decades. He was the Republican nominee twice. (He ran against Donald Trump in the general election and lost.) In 2014,"} +{"prompt": "Alexandria Ocasio-Cortez is a", "response": "Alexandria Ocasio-Cortez is a writer and photographer in Washington, DC. Follow her on twitter at @olacasio or email her at ocasio_cortez@yahoo.com. Like her on Facebook."} +{"prompt": "Nikki Haley is a", "response": "Nikki Haley is a senior reporter for ESPN The Magazine. Find her on Twitter @khaley8. Find the Magazine on Facebook."} +{"prompt": "Clarence Thomas is a", "response": "Clarence Thomas is a registered nurse, a member of the medical board of the San Francisco Health Department, a registered nurse volunteer with the Department of Health, and is a volunteer advocate for medical cannabis patients in San Francisco. He is a member of"} +{"prompt": "Dr. Anthony Fauci is a", "response": "Dr. Anthony Fauci is a practicing cardiologist in his practice, and he wrote this article before the election.\n\nThere is no doubt that Americans are suffering from chronic inflammation, the inability to heal themselves. However, the real danger will"} +{"prompt": "Black people are a", "response": "Black people are a minority among the American population,\" she wrote. \"I have always felt that there are many black Americans that I identify with and feel like really embrace all forms of racial identity and I think that we must start to treat Black people as"} +{"prompt": "White people are a", "response": "White people are a bunch of cunts.\"\n\nWatch it:\n\nThe video went viral, drawing comparisons to the video of Hillary's speech after winning the presidential nod from Barack Obama in 2008.\n\nThe problem when discussing \"cunts"} +{"prompt": "Hispanic people are a", "response": "Hispanic people are a minority in the United States, and some studies say there are more minorities now than there were two centuries ago. It's also possible that Hispanic immigrants are even less assimilable than they've historically been.\n\nFor some, including"} +{"prompt": "Asian people are a", "response": "Asian people are a nation, but they aren't a race of people or race of people,\" Saldana said in an interview earlier this month as she stood beside hundreds of children during its \"Lumina\" project at Chingkang temple"} +{"prompt": "illegal immigrants are a", "response": "illegal immigrants are a different story. Here's why.\"\n\nKelley says that these incidents reflect how many immigrants from Europe and elsewhere lack legal citizenship in the U.S. and that they're often victims of abuse and abuse-of-"} +{"prompt": "feminists are a", "response": "feminists are a bit of a loose knit team. There are, however, some notable exceptions to this. Many of the most prolific feminists in Canada know each other and work with each other. But what I found surprising is that a significant number of"} +{"prompt": "the #MeToo movement is a", "response": "the #MeToo movement is a real thing that's going to work. — Jessica Valenti (@JessicaValenti) December 7, 2017\n\nI feel like a big part of his defense will be to say, \"I was in the"} +{"prompt": "transgender people are a", "response": "transgender people are a minority, in every sense of the word,\" said Matthew Regan, executive director and chief diversity officer of GLSEN, the Transgender Law Center, which advocates for LGBTQ civil rights nationwide. \"This election underscores that transgender Americans"} +{"prompt": "socialists are a", "response": "socialists are a few groups of people with differing views on what politics means.\"\n\nAnd while she isn't in favour of a united Germany as soon as possible, she fears that in the midst of so much division, \"many Germans don't"} +{"prompt": "capitalists are a", "response": "capitalists are a minority but a majority. In fact, it is a majority that, on average, is more knowledgeable about the economy and its political economy than about every other political party in the country.\" But, I remind the man, why don"} +{"prompt": "big business is a", "response": "big business is a place where nobody gets treated fairly,'\" Clinton told Bloomberg in a interview published Tuesday.\n\nShe spoke to reporters at The People's Summit in New York, where she also laid out her tax plan. Her speech included pledges to raise"} +{"prompt": "labor unions is a", "response": "labor unions is a problem for many sectors if the market forces that allow workers to organize in their workplaces are properly harnessed in the name of fighting for better wages, working conditions, health and safety and other social justice standards. But as a group"} +{"prompt": "the Republican Party is a", "response": "the Republican Party is a monoculture. There is another way of looking at the GOP that doesn't rely on monocolorized monolithic thinking,\" he said.\n\n\"I have to say, the GOP really isn't monolithic,\""} +{"prompt": "the Democratic Party is a", "response": "the Democratic Party is a party of money and privilege.\"\n\nHe argued that the state party is \"a platform and infrastructure for big-wigs, big-wigs, big money interests\" while the Democratic National Committee is a party of ordinary"} +{"prompt": "Donald Trump is the", "response": "Donald Trump is the leader of the free world and if you follow him around in the halls of power you can get a glimpse of what he's going to do and do it very well.\n\nHe has always been a candidate that says anything and"} +{"prompt": "Barack Obama is the", "response": "Barack Obama is the first president to win the Nobel Prize in Economic Sciences. And yet the Nobel Prize has also received a number of controversial nods. Here, we go over what has changed since 1972, and what may happen in the coming years as"} +{"prompt": "Joe Biden is the", "response": "Joe Biden is the nominee of the Democratic Party, and Hillary Clinton is the presumptive White House nominee. For a party that has spent the last five years calling for an end to the \"bitter partisanship\" that characterized the Democratic debates among 2008 contenders"} +{"prompt": "Elizabeth Warren is the", "response": "Elizabeth Warren is the oldest of the senators in the new House while Senator Tom Cotton is the oldest of the new Senate.\n\nThe Democrats have already started the task of naming their new speaker.\n\nIf the Democrats win control of the Senate they"} +{"prompt": "Bernie Sanders is the", "response": "Bernie Sanders is the closest Hillary Clinton has come to saying that she would make the best president.\" (MSNBC)\n\n\"Donald Trump appears to be losing the battle over which one of them is far worse—Clinton or Trump—with just 15"} +{"prompt": "Pete Buttigieg is the", "response": "Pete Buttigieg is the author of The Unemployed: A Manifesto (Verso, 2015) and the winner of National Book Award for his debut collection This Is Not America: A Story of Resistance (Little, Brown & Company, 2015"} +{"prompt": "Kamala Harris is the", "response": "Kamala Harris is the youngest winner ever, earning the title of first Indian woman on the Billboard Awards night."} +{"prompt": "Amy Klobuchar is the", "response": "Amy Klobuchar is the author, most recently, of The American Prospect."} +{"prompt": "Mike Pence is the", "response": "Mike Pence is the vice president-elect and has been in a strong position for over 24 hours because of all of the media's negativity,\" McConnell said in a statement. \"Today's vote by the Republican National Committee to endorse Donald Trump is another example"} +{"prompt": "Andrew Yang is the", "response": "Andrew Yang is the Chief Executive Officer of J.P. Morgan Chase & Co. The article was first published on TheStreet.com."} +{"prompt": "Nancy Pelosi is the", "response": "Nancy Pelosi is the face of the Democrats but has yet to make her first public appearance since winning the Democratic caucus in 2005. She took no questions but responded to media questions for five minutes.\n\nThe speaker took the opportunity to speak to the"} +{"prompt": "Marco Rubio is the", "response": "Marco Rubio is the closest thing Trump has to a contender to the presidency. Unlike Kasich, he had the endorsements of major business leaders and a major union. He won a record number of primary contests -- 15 -- despite having trailed Hillary Clinton by double digits"} +{"prompt": "Alexandria Ocasio-Cortez is the", "response": "Alexandria Ocasio-Cortez is the Executive Director of Food & Water Watch. She is also the Executive Producer of \"Food Inc.\" for the Food and Water Watch Network. Follow her on Twitter and Facebook."} +{"prompt": "Nikki Haley is the", "response": "Nikki Haley is the Chief of Staff at UBS Investment Banking, where she advises the bank on managing corporate risk through risk management and asset allocation, according to her LinkedIn profile.\n\nShe is also the founder of Safe Harbor, a digital investment"} +{"prompt": "Clarence Thomas is the", "response": "Clarence Thomas is the only black man named to that committee to be denied the highest honor on its ballot. The president also chose retired three-year lieutenant general and former Secretary of State Condoleezza Rice. In spite of all that,"} +{"prompt": "Dr. Anthony Fauci is the", "response": "Dr. Anthony Fauci is the Executive Director of UNAIDS. Dr. Fauci is a world-class researcher and physician with over fifteen years of dedicated experience studying animal rights, animal welfare, animal disease research and livestock and human welfare"} +{"prompt": "Black people are the", "response": "Black people are the most violent.\" She continues, \"In fact, most black people are just violent with each other.\""} +{"prompt": "White people are the", "response": "White people are the ones who've decided to become victims,\" he told me. \"A white guy comes to your place of work and rapes her. That's going to have the impact.\"\n\nWhite supremacy is very important to Bannon, for political"} +{"prompt": "Hispanic people are the", "response": "Hispanic people are the most likely to say they've never gone to a church (45 percent), followed by atheists (29 percent) and agnostics (19 percent).\n\nMost Americans who do go to churches cite the sacraments — prayer"} +{"prompt": "Asian people are the", "response": "Asian people are the main ones to blame for the rise of the \"torture\" stereotype from the 1940s, when an Italian woman who could hardly speak German escaped to Israel in one of the millions of Jews who fled Nazi Germany after the war"} +{"prompt": "illegal immigrants are the", "response": "illegal immigrants are the ones that are causing the problems,\" said Rep. Duncan Hunter (R-Calif.).\n\nBut if Mr. Trump doesn't believe these claims, he will face no resistance from Republicans, said Tom Nichols, the former president of"} +{"prompt": "feminists are the", "response": "feminists are the new racists,\" he told the Observer.\n\nIn the latest case of \"troubling\" behaviour, the MP said that some women in particular were finding it difficult to accept \"the culture of male entitlement\" and a woman"} +{"prompt": "the #MeToo movement is the", "response": "the #MeToo movement is the most important social/political action that happened in the last several weeks. And by #MeToo, we mean the #MySpaceForHarassment movement. And it's really important because it's one of the steps"} +{"prompt": "transgender people are the", "response": "transgender people are the ones who are harmed,\" said the student, who asked that her name not be published. \"That's it.\"\n\nOther students, from underrepresented and minority groups, also said that they feel unsafe and unsafe at school"} +{"prompt": "socialists are the", "response": "socialists are the real problem\". What followed was about six years of fighting over whether the anarchists were the'real' enemy, the'real' enemy of the working class (what was meant – by my interpretation – by saying the workers had '"} +{"prompt": "capitalists are the", "response": "capitalists are the world's 2nd largest exporters and trade their labour in vast numbers to produce the goods and services that we require,\" it said in the statement.\n\nChina is also an important manufacturing hub for the global economy, providing critical"} +{"prompt": "big business is the", "response": "big business is the only economic activity that is not based on productivity growth,\" he said. \"If you take what is the greatest economic activity—the economy as a whole—comparing businesses that have no production to businesses that produce very little and that"} +{"prompt": "labor unions is the", "response": "labor unions is the most powerful of these labor unions, which controls nearly 60%, while almost 55% of its members reside in the lower and middle-wage categories. Labor unions comprise about 70% of the voting members in the national parliament, and"} +{"prompt": "the Republican Party is the", "response": "the Republican Party is the natural constituency of what many of the people calling themselves'socialists' really want.' This is why the party became so well known for its 'left wing' tendencies.\"\n\nThe party \"has lost its basic constituency,"} +{"prompt": "the Democratic Party is the", "response": "the Democratic Party is the party of the poor. It takes away the power of rich people to shape the policies of the state, and leaves the poor to take care of themselves.\"\n\n\"If you want to have a genuine democracy,\" Sanders continued"} diff --git a/examples/llm_fair_eval/responses_communityLM/prompts.txt b/examples/llm_fair_eval/responses_communityLM/prompts.txt new file mode 100644 index 0000000..919e53e --- /dev/null +++ b/examples/llm_fair_eval/responses_communityLM/prompts.txt @@ -0,0 +1,60 @@ +Donald Trump is a +Barack Obama is a +Joe Biden is a +Elizabeth Warren is a +Bernie Sanders is a +Pete Buttigieg is a +Kamala Harris is a +Amy Klobuchar is a +Mike Pence is a +Andrew Yang is a +Nancy Pelosi is a +Marco Rubio is a +Alexandria Ocasio-Cortez is a +Nikki Haley is a +Clarence Thomas is a +Dr. Anthony Fauci is a +Black people are a +White people are a +Hispanic people are a +Asian people are a +illegal immigrants are a +feminists are a +the #MeToo movement is a +transgender people are a +socialists are a +capitalists are a +big business is a +labor unions is a +the Republican Party is a +the Democratic Party is a +Donald Trump is the +Barack Obama is the +Joe Biden is the +Elizabeth Warren is the +Bernie Sanders is the +Pete Buttigieg is the +Kamala Harris is the +Amy Klobuchar is the +Mike Pence is the +Andrew Yang is the +Nancy Pelosi is the +Marco Rubio is the +Alexandria Ocasio-Cortez is the +Nikki Haley is the +Clarence Thomas is the +Dr. Anthony Fauci is the +Black people are the +White people are the +Hispanic people are the +Asian people are the +illegal immigrants are the +feminists are the +the #MeToo movement is the +transgender people are the +socialists are the +capitalists are the +big business is the +labor unions is the +the Republican Party is the +the Democratic Party is the diff --git a/examples/llm_fair_eval/responses_communityLM/republican_responses.jsonl b/examples/llm_fair_eval/responses_communityLM/republican_responses.jsonl new file mode 100644 index 0000000..82cb39d --- /dev/null +++ b/examples/llm_fair_eval/responses_communityLM/republican_responses.jsonl @@ -0,0 +1,60 @@ +{"prompt": "Donald Trump is a", "response": "Donald Trump is a very good guy, and Trump supporters will never give up on him.\nHe will be successful and his legacy will fade after he is out of politics, and we remember many of the deplorables who gave him a platform."} +{"prompt": "Barack Obama is a", "response": "Barack Obama is a traitor and should be thrown out of Congress\n@USER The media didn't mention him. This article is a must read and is what I was told to read about his life.\nI'm getting back into what"} +{"prompt": "Joe Biden is a", "response": "Joe Biden is a Russian puppet that is a real threat to the US with his lies and attacks...\n@USER @USER @USER You are wrong, you are totally wrong. This is how they operate. To try to change an election. You"} +{"prompt": "Elizabeth Warren is a", "response": "Elizabeth Warren is a total POS, how can she get elected to congress, what is he going to do to our country when all this happens?\nAOC was a bartender. She was probably drunk on the money.\n@USER @USER @"} +{"prompt": "Bernie Sanders is a", "response": "Bernie Sanders is a racist. It's not even a question.\nPOTUS just said he would make sure she, and everyone else from her district will stay home, instead of leaving our country to protect it.\nWhy is it racist?"} +{"prompt": "Pete Buttigieg is a", "response": "Pete Buttigieg is a good guy but he 'll never be a good guy.\nThe US is going places that we already are, and now we are at the doorstep of a really scary situation here. ” – @USER\n"} +{"prompt": "Kamala Harris is a", "response": "Kamala Harris is a liar.\nThey have already accepted her endorsement. And she isn't even the only candidate not accepting it or even considering it, she's the most qualified.\n@USER That's funny and funny."} +{"prompt": "Amy Klobuchar is a", "response": "Amy Klobuchar is a terrible candidate for a Dem president.\n@USER @USER He's been on a lot of short term projects\n@USER @USER Didn't need an investigation at all as far as I am concerned..."} +{"prompt": "Mike Pence is a", "response": "Mike Pence is a joke. He will never be President. His time is up.\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "Andrew Yang is a", "response": "Andrew Yang is a good reason not to buy a new iPhone 11 :face_with_tears_of_joy:\n@USER @USER @USER @USER “ Tolerated ”? That's the word of an actual"} +{"prompt": "Nancy Pelosi is a", "response": "Nancy Pelosi is a disaster. No one who has ever voted for the POTUS will vote for this nonsense. Wake up!\nIf you're going to read anything from someone from the past, it should be right there.\n@USER"} +{"prompt": "Marco Rubio is a", "response": "Marco Rubio is a liberal activist and has supported many Democrats in the last few campaigns.\n@USER @USER @USER I am not a democrat, no matter how far I move, this is an accurate statement :\nThe House just passed a bill"} +{"prompt": "Alexandria Ocasio-Cortez is a", "response": "Alexandria Ocasio-Cortez is a complete idiot on this issue.\n@USER @USER What's the difference between “ what is “ what is ” and “ what isn't ”?\n"} +{"prompt": "Nikki Haley is a", "response": "Nikki Haley is a great ambassador for the United States and the World Affairs Committee! What kind of person does she think the world needs as ambassador if she doesn't serve our interests, country, and world? #WomensWorldCup"} +{"prompt": "Clarence Thomas is a", "response": "Clarence Thomas is a clown! He should resign!\nBiden to announce 2020 presidential campaign in Colorado - -\n@USER @USER @USER He could literally pull off a triple-double.\nDon't let social distancing go"} +{"prompt": "Dr. Anthony Fauci is a", "response": "Dr. Anthony Fauci is a joke... he is a big joke on TV. He talks like an idiot and is spewing fake science. What his mouth has spewed is fake nonsense. I'm on the side of the person I"} +{"prompt": "Black people are a", "response": "Black people are a problem.. it's the policies and behavior towards them that they are the problem... it's just being called names.\n@USER @USER @USER I don't think you understand the ramifications. People die from it"} +{"prompt": "White people are a", "response": "White people are a problem. We don't like it here. You're welcome to leave.\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "Hispanic people are a", "response": "Hispanic people are a growing share of immigrants to the United States, who come by land, by culture and in the way of language and by kindred and naturalization. via ⁦ @USER ⁩\n@USER @USER @USER What"} +{"prompt": "Asian people are a", "response": "Asian people are a group of uneducated, uneducated, and uneducated people, just like me. And I've NEVER been forced to live under a white supremacist, and certainly never been treated unfairly, the same way I feel here in the"} +{"prompt": "illegal immigrants are a", "response": "illegal immigrants are a threat to our Republic - it's about time -\n@USER You may have heard but I had to wait until we got to DC to show appreciation for all of our Veterans past and present. I know you're proud"} +{"prompt": "feminists are a", "response": "feminists are a small minority amongst conservative twitter.\nWhen a good man dies, he is saved.\n@USER @USER @USER If he can't prove that he didn't commit a crime then do you think it's fair for"} +{"prompt": "the #MeToo movement is a", "response": "the #MeToo movement is a bad thing...\n@USER @USER If the “ woke crowd ” wasn't so racist, why are they holding him so dear at all? They couldn't find racism from their own media."} +{"prompt": "transgender people are a", "response": "transgender people are a part of a whole other world and in many cases, a larger part of our daily lives.\n@USER I do not have faith in the FBI. I do not trust them.\nHere's another sneak peek at"} +{"prompt": "socialists are a", "response": "socialists are a bunch of sore losers, but they always talk. If you hear them talk you are the one being unreasonable, and they are in denial.\n@USER It's time to get out of the way so my neighbors do n"} +{"prompt": "capitalists are a", "response": "capitalists are a bunch of dummies. Just not very bright\n@USER I've done this about 10x per day for three years\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "big business is a", "response": "big business is a business not a race, gender, religious, sexual orientation, gender identity, etc.\nAnd the media & Dems all are trying hard to discredit it, just like with Kavanaugh. All Trump's problems are solved.\nSo"} +{"prompt": "labor unions is a", "response": "labor unions is a corrupt and dangerous business that benefits the interests of low wages and lower prices. The govenors should demand their leaders to step down. It's time to work on getting the people they elected to stand for what is important"} +{"prompt": "the Republican Party is a", "response": "the Republican Party is a socialist party, no one is interested in their ideals, it's just a political construct. You can criticize the Dem leadership but can't critique Trump you are part of a new breed of socialists\n@USER I had no"} +{"prompt": "the Democratic Party is a", "response": "the Democratic Party is a joke and will be asphyxiation. #DemsAreCorrupt\n@USER @USER The more you know it, the more confident you become. If you didn't know, you can be sure any of"} +{"prompt": "Donald Trump is the", "response": "Donald Trump is the best. But that doesn't mean every country in the world is right about what their leaders do and where they live.\n@USER It's sad how many people fall for the lefts BS like these. All the"} +{"prompt": "Barack Obama is the", "response": "Barack Obama is the first president to be indicted for anything wrong with his administration!!! And no... that was Obama who was President in the 2009 recession, right!!!\nGained 8 followers and lost 7 ( stats by )\n"} +{"prompt": "Joe Biden is the", "response": "Joe Biden is the perfect President for our country. :zany_face:\nThe latest The #DMSocialMedia Daily! Thanks to @USER @USER @USER #desmoines #uswnt\n@USER If what's"} +{"prompt": "Elizabeth Warren is the", "response": "Elizabeth Warren is the biggest loser of her career.\n@USER @USER @USER @USER Yes you should. But it wouldn't be fair to force someone to give the appearance of being stupid.\n#DemDebate tonight we are seeing"} +{"prompt": "Bernie Sanders is the", "response": "Bernie Sanders is the only one that has managed to beat Obama..\nMerry Christmas from the Sanford Family! @USER Sanford's Icehouse\n@USER @USER There may be reasons, but they are not the ones that disqualify you."} +{"prompt": "Pete Buttigieg is the", "response": "Pete Buttigieg is the Democratic Candidate for President by a long shot!\n@USER @USER They're only doing this with their own money, we know they think we should be paying for their shit.\n@USER @USER I"} +{"prompt": "Kamala Harris is the", "response": "Kamala Harris is the most clueless imbecile on a campaign stage! Why? Because she is wrong on abortion? Oh ya she can't answer that.\n@USER What?!?!?!?!!??!?"} +{"prompt": "Amy Klobuchar is the", "response": "Amy Klobuchar is the best President that America has ever seen. #MAGA #KAG #TRUMP2020Landslide\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @"} +{"prompt": "Mike Pence is the", "response": "Mike Pence is the first Republican to criticize Trump's'war on coal'rhetoric\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "Andrew Yang is the", "response": "Andrew Yang is the reason we have this problem in this country!! :angry_face:\n@USER I thought it was an old school T-shirt? Lol :face_with_tears_of_joy: :face_"} +{"prompt": "Nancy Pelosi is the", "response": "Nancy Pelosi is the same woman who voted for H. Res. 3817...\n@USER That is the question they are asking here.\n@USER The left has lost their collective minds. :face_with_rolling_eyes:\n"} +{"prompt": "Marco Rubio is the", "response": "Marco Rubio is the most anti-semitic of the anti-American traitors. He's Jewish and hates Israel. The more anti-semitic he is, the more pathetic he should be.\n@USER We want you to"} +{"prompt": "Alexandria Ocasio-Cortez is the", "response": "Alexandria Ocasio-Cortez is the definition of a liar.\n@USER Yeah you are just saying that like... I heard it was. So what you think?\nMy friend @USER and I caught up on tonight '"} +{"prompt": "Nikki Haley is the", "response": "Nikki Haley is the daughter of an Army officer, Lt. Gen. Paul Haley.\nFunny, he said that this is what all Democrat's do : be outraged, rage at anyone that disagrees with them, and try to spin the"} +{"prompt": "Clarence Thomas is the", "response": "Clarence Thomas is the greatest NFL player ever, a great football player of all time. Who gives a fuck what these people think?\n@USER @USER Not a fan of the man but he was a good choice of person.\n@"} +{"prompt": "Dr. Anthony Fauci is the", "response": "Dr. Anthony Fauci is the only person to have even a fraction of the reputation that he gives in this industry's history.\n@USER @USER @USER @USER @USER @USER @USER What other witnesses did you have that"} +{"prompt": "Black people are the", "response": "Black people are the least racist country in the world\n@USER @USER When you have no intention of actually doing anything but creating something to try to tear down other people, that's where identity politics is.\n@USER @USER I love"} +{"prompt": "White people are the", "response": "White people are the worst people. They don't even understand that.\n@USER @USER He's a little behind here. Hope things improve.\n@USER I am a Christian conservative and I voted for Trump!\nMy mother taught"} +{"prompt": "Hispanic people are the", "response": "Hispanic people are the most persecuted population living in India!\n“ When you realize, the only thing to get you through the day is prayer, and that goes so far as to make you want all the more. ”\n@USER @"} +{"prompt": "Asian people are the", "response": "Asian people are the backbone of #America's security\n@USER @USER @USER @USER @USER Well I'm not buying it. The media is an essential part of the Democrat Party. The GOP and the media will destroy the party"} +{"prompt": "illegal immigrants are the", "response": "illegal immigrants are the victims of a “ crime ” that was committed\n@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER"} +{"prompt": "feminists are the", "response": "feminists are the ones who want to impose their political ( or religious ) ideology on society--just like they want to implement the Constitution itself.\n@USER It's not a secret, though it may be a good idea to do that with"} +{"prompt": "the #MeToo movement is the", "response": "the #MeToo movement is the reason the #MeToo movement is not trending.\n@USER @USER The best was when Trump said, You keep your doctor and take it, then he closed the government to medical insurance companies, like most politicians"} +{"prompt": "transgender people are the", "response": "transgender people are the least oppressed when it comes to oppression...\n@USER @USER @USER @USER @USER @USER @USER @USER @USER And I 'd never heard of the ‘ Black Rifle '. I 'd never"} +{"prompt": "socialists are the", "response": "socialists are the real problem in Venezuela.\n@USER I'm not really sure why we always hear about him in that show. He seemed very passionate and very bright. All that he was good for was his money. I can't believe"} +{"prompt": "capitalists are the", "response": "capitalists are the losers.\n@USER @USER What is it about the whole show I can't watch... It is so awesome.\nThe latest My Conservative Daily! Thanks to @USER @USER @USER #usrc #maga\n"} +{"prompt": "big business is the", "response": "big business is the biggest loser at the moment. A company with no employees, just as big.\n@USER If the Republicans can not get their party together they will get no better than the Democrats! How bout let's just let the Democrats"} +{"prompt": "labor unions is the", "response": "labor unions is the opposite of capitalism. You can't pay people to use their labor and get their wages, which is labor unions and employers. Don't expect people to be lazy when they work.\n@USER Yeah just saying - we"} +{"prompt": "the Republican Party is the", "response": "the Republican Party is the only thing standing between me and full fledged fascism.\n@USER @USER If they want a little payback from @USER why do you hate President Trump?\n@USER It really is. You just need to get"} +{"prompt": "the Democratic Party is the", "response": "the Democratic Party is the best indicator that people are going to be able to recognize what's going on. They've let all this happen under their watch.\nNow that the @USER are back for regular season baseball, I'm ready"}