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Understanding Performance of Long-Document Ranking Models through
  Comprehensive Evaluation and Leaderboarding

Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and Leaderboarding

4 July 2022
Leonid Boytsov
David Akinpelu
Tianyi Lin
Fangwei Gao
Yutian Zhao
Jeffrey Huang
Nipun Katyal
Eric Nyberg
ArXivPDFHTML

Papers citing "Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and Leaderboarding"

9 / 9 papers shown
Title
Benchmarking and Building Long-Context Retrieval Models with LoCo and
  M2-BERT
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT
Jon Saad-Falcon
Daniel Y. Fu
Simran Arora
Neel Guha
Christopher Ré
RALM
22
15
0
12 Feb 2024
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval
Thibault Formal
Carlos Lassance
Benjamin Piwowarski
S. Clinchant
194
184
0
21 Sep 2021
Train Short, Test Long: Attention with Linear Biases Enables Input
  Length Extrapolation
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation
Ofir Press
Noah A. Smith
M. Lewis
237
690
0
27 Aug 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information
  Retrieval Models
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
Nandan Thakur
Nils Reimers
Andreas Rucklé
Abhishek Srivastava
Iryna Gurevych
VLM
229
961
0
17 Apr 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for
  Open-Domain Question Answering
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-Hong Wu
Haifeng Wang
RALM
OffRL
206
593
0
16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond
Pretrained Transformers for Text Ranking: BERT and Beyond
Jimmy J. Lin
Rodrigo Nogueira
Andrew Yates
VLM
214
607
0
13 Oct 2020
Big Bird: Transformers for Longer Sequences
Big Bird: Transformers for Longer Sequences
Manzil Zaheer
Guru Guruganesh
Kumar Avinava Dubey
Joshua Ainslie
Chris Alberti
...
Philip Pham
Anirudh Ravula
Qifan Wang
Li Yang
Amr Ahmed
VLM
249
1,982
0
28 Jul 2020
Overview of the TREC 2019 deep learning track
Overview of the TREC 2019 deep learning track
Nick Craswell
Bhaskar Mitra
Emine Yilmaz
Daniel Fernando Campos
E. Voorhees
174
453
0
17 Mar 2020
Google's Neural Machine Translation System: Bridging the Gap between
  Human and Machine Translation
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
Yonghui Wu
M. Schuster
Z. Chen
Quoc V. Le
Mohammad Norouzi
...
Alex Rudnick
Oriol Vinyals
G. Corrado
Macduff Hughes
J. Dean
AIMat
716
6,724
0
26 Sep 2016
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