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Few-shot Reranking for Multi-hop QA via Language Model Prompting

25 May 2022

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Papers citing "Few-shot Reranking for Multi-hop QA via Language Model Prompting"

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Title
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 330 3,667 0 02 May 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 95 165 0 15 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 874 12,973 0 04 Mar 2022
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 44 62 0 14 Dec 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 342 1,702 0 15 Oct 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 201 3,750 0 03 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 213 3,977 0 28 Jul 2021
Weakly Supervised Pre-Training for Multi-Hop Retriever Yeon Seonwoo Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice Oh RALM 56 8 0 18 Jun 2021
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering Devendra Singh Sachan Siva Reddy William L. Hamilton Chris Dyer Dani Yogatama OOD RALM 82 169 0 09 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 573 4,047 0 18 Apr 2021
Surface Form Competition: Why the Highest Probability Answer Isn't Always Right Ari Holtzman Peter West Vered Schwartz Yejin Choi Luke Zettlemoyer LRM 103 238 0 16 Apr 2021
Multi-Step Reasoning Over Unstructured Text with Beam Dense Retrieval Chen Zhao Chenyan Xiong Jordan L. Boyd-Graber Hal Daumé RALM LRM 56 32 0 13 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 391 1,967 0 31 Dec 2020
HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions Shaobo Li Xiaoguang Li Lifeng Shang Xin Jiang Qun Liu Chengjie Sun Zhenzhou Ji Bingquan Liu RALM 72 32 0 31 Dec 2020
Few-Shot Text Generation with Pattern-Exploiting Training Timo Schick Hinrich Schütze 93 147 0 22 Dec 2020
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 241 264 0 08 Dec 2020
How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig UQCV 60 434 0 02 Dec 2020
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 75 451 0 02 Nov 2020
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 219 57 0 23 Oct 2020
RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs Meng Qu Junkun Chen Louis-Pascal Xhonneux Yoshua Bengio Jian Tang NAI LRM AI4CE 74 171 0 08 Oct 2020
Beyond [CLS] through Ranking by Generation Cicero Nogueira dos Santos Xiaofei Ma Ramesh Nallapati Zhiheng Huang Bing Xiang RALM 69 30 0 06 Oct 2020
Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval Wenhan Xiong Xiang Lorraine Li Srini Iyer Jingfei Du Patrick Lewis ... Yashar Mehdad Wen-tau Yih Sebastian Riedel Douwe Kiela Barlas Oğuz 58 192 0 27 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 795 42,055 0 28 May 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 195 3,762 0 10 Apr 2020
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 288 300 0 17 Mar 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model Rodrigo Nogueira Zhiying Jiang Jimmy J. Lin 76 583 0 14 Mar 2020
Differentiable Reasoning over a Virtual Knowledge Base Bhuwan Dhingra Manzil Zaheer Vidhisha Balachandran Graham Neubig Ruslan Salakhutdinov William W. Cohen 55 90 0 25 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,615 0 21 Jan 2020
Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering Akari Asai Kazuma Hashimoto Hannaneh Hajishirzi R. Socher Caiming Xiong RALM KELM LRM 95 289 0 24 Nov 2019
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibration Meelis Kull Miquel Perelló Nieto Markus Kängsepp Telmo de Menezes e Silva Filho Hao Song Peter A. Flach UQCV 73 381 0 28 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale Yixin Nie Songhe Wang Joey Tianyi Zhou RALM 205 138 0 17 Sep 2019
Ranking Paragraphs for Improving Answer Recall in Open-Domain Question Answering Jinhyuk Lee Seongjun Yun Hyunjae Kim Miyoung Ko Jaewoo Kang RALM 49 88 0 01 Oct 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 171 2,655 0 25 Sep 2018
Training a Ranking Function for Open-Domain Question Answering Phu Mon Htut Samuel R. Bowman Kyunghyun Cho RALM OOD 71 49 0 12 Apr 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,833 0 14 Jun 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 114 2,015 0 31 Mar 2017
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 257 3,723 0 28 Feb 2017