Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model

5 October 2022

Papers citing "Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model"

35 / 35 papers shown

Title
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 94 594 0 20 Oct 2022
Learning by Distilling Context Charles Burton Snell Dan Klein Ruiqi Zhong ReLM LRM 186 45 0 30 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 43 123 0 30 Aug 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 53 101 0 21 Jul 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 401 4,077 0 24 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 38 1,085 0 21 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 66 56 0 04 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 295 6,132 0 05 Apr 2022
$Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$$ Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$ Adam Roberts Hyung Won Chung Anselm Levskaya Gaurav Mishra James Bradbury ... Brennan Saeta Ryan Sepassi A. Spiridonov Joshua Newlan Andrea Gesmundo ALM 72 196 0 31 Mar 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 265 261 0 21 Mar 2022
Multi-Stage Prompting for Knowledgeable Dialogue Generation Zihan Liu M. Patwary R. Prenger Shrimai Prabhumoye Ming-Yu Liu Mohammad Shoeybi Bryan Catanzaro 32 50 0 16 Mar 2022
Co-training Improves Prompt-based Learning for Large Language Models Hunter Lang Monica Agrawal Yoon Kim David Sontag VLM LRM 183 40 0 02 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 533 9,009 0 28 Jan 2022
Natural Language Deduction through Search over Statement Compositions Kaj Bostrom Zayne Sprague Swarat Chaudhuri Greg Durrett ReLM LRM 45 46 0 16 Jan 2022
On the Robustness of Reading Comprehension Models to Entity Renaming Jun Yan Yang Xiao Sagnik Mukherjee Bill Yuchen Lin Robin Jia Xiang Ren 67 20 0 16 Oct 2021
AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts Tongshuang Wu Michael Terry Carrie J. Cai LLMAG AI4CE LRM 58 450 0 04 Oct 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 283 249 0 10 Sep 2021
SPECTRA: Sparse Structured Text Rationalization Nuno M. Guerreiro André F. T. Martins 29 27 0 09 Sep 2021
Want To Reduce Labeling Cost? GPT-3 Can Help Shuohang Wang Yang Liu Yichong Xu Chenguang Zhu Michael Zeng 28 251 0 30 Aug 2021
A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers Pradeep Dasigi Kyle Lo Iz Beltagy Arman Cohan Noah A. Smith Matt Gardner RALM 62 290 0 07 May 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 265 186 0 17 Apr 2021
Decontextualization: Making Sentences Stand-Alone Eunsol Choi J. Palomaki Matthew Lamm Tom Kwiatkowski Dipanjan Das Michael Collins 14 95 0 09 Feb 2021
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 33 269 0 24 Dec 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 86 2,489 0 22 Oct 2020
Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI Alon Jacovi Ana Marasović Tim Miller Yoav Goldberg 281 436 0 15 Oct 2020
Selective Question Answering under Domain Shift Amita Kamath Robin Jia Percy Liang OOD 25 209 0 16 Jun 2020
An Information Bottleneck Approach for Controlling Conciseness in Rationale Extraction Bhargavi Paranjape Mandar Joshi John Thickstun Hannaneh Hajishirzi Luke Zettlemoyer 37 100 0 01 May 2020
Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness? Alon Jacovi Yoav Goldberg XAI 64 584 0 07 Apr 2020
ERASER: A Benchmark to Evaluate Rationalized NLP Models Jay DeYoung Sarthak Jain Nazneen Rajani Eric P. Lehman Caiming Xiong R. Socher Byron C. Wallace 65 632 0 08 Nov 2019
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension Adam Fisch Alon Talmor Robin Jia Minjoon Seo Eunsol Choi Danqi Chen 43 304 0 22 Oct 2019
Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning Pradeep Dasigi Nelson F. Liu Ana Marasović Noah A. Smith Matt Gardner RALM 34 172 0 16 Aug 2019
Quizbowl: The Case for Incremental Question Answering Pedro Rodriguez Shi Feng Mohit Iyyer He He Jordan L. Boyd-Graber 36 50 0 09 Apr 2019
SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing Taku Kudo John Richardson 131 3,490 0 19 Aug 2018
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 113 8,067 0 16 Jun 2016
Rationalizing Neural Predictions Tao Lei Regina Barzilay Tommi Jaakkola 79 807 0 13 Jun 2016