BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

17 April 2021

Papers citing "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models"

22 / 572 papers shown

Title
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog Chia-Chien Hung Anne Lauscher Simone Paolo Ponzetto Goran Glavas 36 31 0 15 Oct 2021
Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations Ji Xin Chenyan Xiong A. Srinivasan Ankita Sharma Damien Jose Paul N. Bennett VLM 83 41 0 14 Oct 2021
Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation Benjamin Muller Luca Soldaini Rik Koncel-Kedziorski Eric Lind Alessandro Moschitti LRM 35 7 0 14 Oct 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 56 68 0 13 Oct 2021
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering Minghan Li Jimmy J. Lin AI4CE 27 9 0 04 Oct 2021
A Proposed Conceptual Framework for a Representational Approach to Information Retrieval Jimmy J. Lin 21 51 0 04 Oct 2021
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant 202 186 0 21 Sep 2021
Simple Entity-Centric Questions Challenge Dense Retrievers Christopher Sciavolino Zexuan Zhong Jinhyuk Lee Danqi Chen RALM 27 160 0 17 Sep 2021
mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio Israel Campiotti Marzieh Fadaee R. Lotufo Rodrigo Nogueira 40 108 0 31 Aug 2021
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback HongChien Yu Chenyan Xiong Jamie Callan RALM 25 68 0 30 Aug 2021
A Statutory Article Retrieval Dataset in French Antoine Louis Gerasimos Spanakis RALM AILaw 11 37 0 26 Aug 2021
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval Xinyu Crystina Zhang Xueguang Ma Peng Shi Jimmy J. Lin 25 110 0 19 Aug 2021
Domain-matched Pre-training Tasks for Dense Retrieval Barlas Oğuz Kushal Lakhotia Anchit Gupta Patrick Lewis Vladimir Karpukhin ... Xilun Chen Sebastian Riedel Wen-tau Yih Sonal Gupta Yashar Mehdad RALM 23 66 0 28 Jul 2021
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension Anna Rogers Matt Gardner Isabelle Augenstein 27 163 0 27 Jul 2021
Overview and Insights from the SciVer Shared Task on Scientific Claim Verification David Wadden Kyle Lo 53 11 0 17 Jul 2021
NaturalProofs: Mathematical Theorem Proving in Natural Language Sean Welleck Jiacheng Liu Ronan Le Bras Hannaneh Hajishirzi Yejin Choi Kyunghyun Cho AIMat 24 62 0 24 Mar 2021
A Systematic Evaluation of Transfer Learning and Pseudo-labeling with BERT-based Ranking Models Iurii Mokrii Leonid Boytsov Pavel Braslavski 28 26 0 04 Mar 2021
Simplified Data Wrangling with ir_datasets Sean MacAvaney Andrew Yates Sergey Feldman Doug Downey Arman Cohan Nazli Goharian 30 108 0 03 Mar 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 260 285 0 02 Feb 2021
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks Nandan Thakur Nils Reimers Johannes Daxenberger Iryna Gurevych 208 241 0 16 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 214 594 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 242 611 0 13 Oct 2020