Update 2023-07-04-leggen_contract_nli_en.md

docs/_posts/gadde5300/2023-07-04-leggen_contract_nli_en.md

@@ -19,7 +19,7 @@ use_language_switcher: "Python-Scala-Java"
 
 ## Description
 
-This is a text-to-text generation model (encode-decoder architecture) that has undergone fine-tuning on flan-t5 using the Contract-NLI dataset. The ContractNLI dataset is designed for document-level natural language inference (NLI) on contracts, aiming to streamline and expedite the contract review process. The objective of this task is to provide a system with a set of hypotheses, like "Some obligations of Agreement may survive termination," along with a contract, and task it with classifying whether each hypothesis is entailed, contradicted, or not mentioned (neutral) by the contract.
+This is a text-to-text generation model (encode-decoder architecture) that has undergone fine-tuning on contract for Natural Language Inference on in-house curated dataset, aiming to streamline and expedite the contract review process. The objective of this task is to provide a system with a set of hypotheses, like "Some obligations of Agreement may survive termination," along with a contract, and task it with classifying whether each hypothesis is entailed, contradicted, or not mentioned (neutral) by the contract.
 
 ## Predicted Entities
 
@@ -86,22 +86,4 @@ results.select("generated.result").show(truncate=False)
 |Language:|en|
 |Size:|1.6 GB|
 
-## References
 
-This model has been fine tuned using [Stanford ContractNLI](https://stanfordnlp.github.io/contract-nli/) dataset.
-
-Reference:
-```bibtex
-@inproceedings{koreeda-manning-2021-contractnli-dataset,
-    title = "{C}ontract{NLI}: A Dataset for Document-level Natural Language Inference for Contracts",
-    author = "Koreeda, Yuta  and Manning, Christopher",
-    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
-    month = nov,
-    year = "2021",
-    address = "Punta Cana, Dominican Republic",
-    publisher = "Association for Computational Linguistics",
-    url = "https://aclanthology.org/2021.findings-emnlp.164",
-    pages = "1907--1919",
-}
-
-```