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2 changes: 1 addition & 1 deletion _pages/projects.md
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title: projects
permalink: /projects/
description: A growing collection of your cool projects.
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13 changes: 2 additions & 11 deletions _projects/dexter_project.md
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layout: page
title: Dexter
description: A benchnmark for open-domain complex answering
img: assets/img/dexter-logo.png
img: assets/img/dexter-logo.jpeg
importance: 2
category: work
giscus_comments: true
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---


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```





## Building your own retrievers

To build your own retriever you can extend from the class bcqa/retriever/BaseRetriever.py and use it in your evaluation script.




### Citing & Authors

This work is done with [Venktesh Vishwanath](https://venkteshv.github.io/#home) and Deepali Prabhu.
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}
```


{% raw %}

{% endraw %}
54 changes: 50 additions & 4 deletions _projects/ffindex_project.md
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---
layout: page
title: Fast Forward Indexes
description: with background image
img: assets/img/12.jpg
description: Fast-CPU based re-ranking
img: assets/img/ffindex-logo.pdf
importance: 1
category: work
related_publications: true
related_publications: false
---

# Fast-Forward Indexes


We introduce a simple yet powerful vector forward index designed to enhance document ranking by combining lexical and semantic scores through interpolation called Fast Forward Indexes. Unlike traditional contextual re-rankers and dense indexes that rely on nearest neighbor search, Fast-Forward indexes leverage efficient sparse models for retrieval and pre-computed dense transformer-based vector representations. This approach allows for constant time lookup and fast CPU-based semantic similarity computation during query processing. Additionally, we propose innovative index pruning and early stopping techniques, grounded in theoretical foundations, to boost query processing throughput.

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## Documentation

A more detailed documentation is available [here](https://mrjleo.github.io/fast-forward-indexes/docs).

### Citing & Authors

This work is done with [Jurek Leonhardt](https://mrjleo.github.io).

For citing please use the following bibtex

```bibtex
@article{LeonhardtMRKAA:tois:24,
author = {Jurek Leonhardt and
Henrik M{\"{u}}ller and
Koustav Rudra and
Megha Khosla and
Abhijit Anand and
Avishek Anand},
title = {Efficient Neural Ranking Using Forward Indexes and Lightweight Encoders},
journal = {Transactions of Information Systems (TOIS)},
volume = {42},
number = {5},
pages = {117:1--117:34},
year = {2024},
url = {https://doi.org/10.1145/3631939},
arxiv = {2311.01263},
pdf = {https://arxiv.org/pdf/2311.01263},
doi = {10.1145/3631939},
}
```

```bibtex
@inproceedings{LeonhardtRKAA22:www:22,
author = {Jurek Leonhardt and
Koustav Rudra and
Megha Khosla and
Abhijit Anand and
Avishek Anand},
title = {Efficient Neural Ranking using Forward Indexes},
journal = {TheWebConference '22: The {ACM} Web Conference 2022, Virtual Event, Lyon, France,
April 25 - 29, 2022},
pages = {266--276},
publisher = {ACM},
year = {2022},
arxiv = {2311.01263},
url = {https://doi.org/10.1145/3485447.3511955},
doi = {10.1145/3485447.3511955}
}
```
24 changes: 23 additions & 1 deletion _projects/quantemp_project.md
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layout: page
title: QuanTemp
description: An open-domain benchmark to verify claims with quantities and temporal expressions
img: assets/img/quantemp.png
img: assets/img/quantemp-logo.pdf
importance: 3
category: work
---
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```bash
python3 code/evaluation/eval_veracity_prediction.py --output_path output/finqa_roberta_claimdecomp.csv
```

### Citing & Authors

This work is done with [Venktesh Vishwanath](https://venkteshv.github.io/#home), [Abhijit Anand](https://abhijitanand.github.io) and [Vinay Setty](https://www.ux.uis.no/~vsetty/).

For citing please use the following bibtex

```bibtex
@article{venky:sigir:24,
author = {Venktesh V and
Abhijit Anand and
Avishek Anand and
Vinay Setty},
title = {QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims},
journal = {Proceedings of SIGIR Conference on
Research and Development in Information Retrieval},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.17169},
doi = {10.48550/ARXIV.2403.17169},
arxiv = {2403.17169},
}
```
8 changes: 0 additions & 8 deletions _projects/suwr_project.md

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28 changes: 20 additions & 8 deletions _site/404.html
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2 changes: 1 addition & 1 deletion _site/assets/jupyter/blog.ipynb.html
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28 changes: 20 additions & 8 deletions _site/blog/2022/index.html
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28 changes: 20 additions & 8 deletions _site/blog/2024/index.html
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Expand Down Expand Up @@ -512,6 +522,13 @@ <h1 class="post-title">
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