Faithful Reasoning Using Large Language Models

30 August 2022

Papers citing "Faithful Reasoning Using Large Language Models"

44 / 94 papers shown

Title
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 32 125 0 06 Jun 2023
Faith and Fate: Limits of Transformers on Compositionality Nouha Dziri Ximing Lu Melanie Sclar Xiang Lorraine Li Liwei Jian ... Sean Welleck Xiang Ren Allyson Ettinger Zaïd Harchaoui Yejin Choi ReLM LRM 30 329 0 29 May 2023
Language Models with Rationality Nora Kassner Oyvind Tafjord Ashish Sabharwal Kyle Richardson Hinrich Schütze Peter Clark ReLM KELM LRM 14 15 0 23 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas L. Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 34 1,751 0 17 May 2023
Large Language Model Programs Imanol Schlag Sainbayar Sukhbaatar Asli Celikyilmaz Wen-tau Yih Jason Weston Jürgen Schmidhuber Xian Li LRM 36 14 0 09 May 2023
Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting Miles Turpin Julian Michael Ethan Perez Sam Bowman ReLM LRM 27 383 0 07 May 2023
Faithful Question Answering with Monte-Carlo Planning Ruixin Hong Hongming Zhang Honghui Zhao Dong Yu Changshui Zhang ReLM LRM 58 19 0 04 May 2023
Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness Bo Li Gexiang Fang Yang Yang Quansen Wang Wei Ye Wen Zhao Shikun Zhang ELM AI4MH 27 157 0 23 Apr 2023
ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness Archiki Prasad Swarnadeep Saha Xiang Zhou Joey Tianyi Zhou LRM 32 45 0 21 Apr 2023
Interpretable Unified Language Checking Tianhua Zhang Hongyin Luo Yung-Sung Chuang Wei Fang Luc Gaitskell Thomas Hartvigsen Xixin Wu D. Fox Helen M. Meng James R. Glass 27 22 0 07 Apr 2023
Using Language Models For Knowledge Acquisition in Natural Language Reasoning Problems Fangzhen Lin Ziyi Shou Chengcai Chen LRM ReLM 14 3 0 04 Apr 2023
Language Models can Solve Computer Tasks Geunwoo Kim Pierre Baldi Stephen Marcus McAleer LLMAG LM&Ro 43 342 0 30 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 51 0 26 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 28 15 0 17 Feb 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 47 367 0 15 Feb 2023
Affective Faces for Goal-Driven Dyadic Communication Scott Geng Revant Teotia Purva Tendulkar Sachit Menon Carl Vondrick VGen 26 18 0 26 Jan 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 38 17 0 04 Jan 2023
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Christopher T. Lengerich Gabriel Synnaeve Amy Zhang Hugh Leather Kurt Shuster Franccois Charton Charysse Redwood SSL OffRL 27 1 0 21 Dec 2022
LAMBADA: Backward Chaining for Automated Reasoning in Natural Language Seyed Mehran Kazemi Najoung Kim Deepti Bhatia Xinyuan Xu Deepak Ramachandran LRM 24 76 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 29 583 0 20 Dec 2022
Visconde: Multi-document QA with GPT-3 and Neural Reranking Jayr Alencar Pereira R. Fidalgo R. Lotufo Rodrigo Nogueira BDL RALM 23 31 0 19 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 71 311 0 19 Dec 2022
Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language Model Parishad BehnamGhader Santiago Miret Siva Reddy ReLM LRM 19 36 0 18 Dec 2022
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Joey Tianyi Zhou Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 25 10 0 16 Dec 2022
Despite "super-human" performance, current LLMs are unsuited for decisions about ethics and safety Joshua Albrecht Ellie Kitanidis Abraham J. Fetterman ELM ReLM ALM LRM 27 17 0 13 Dec 2022
Talking About Large Language Models Murray Shanahan AI4CE 23 243 0 07 Dec 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Aaron C. Courville Behnam Neyshabur Hanie Sedghi LRM ReLM 32 108 0 15 Nov 2022
World Knowledge in Multiple Choice Reading Comprehension Adian Liusie Vatsal Raina Mark J. F. Gales 24 7 0 13 Nov 2022
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey Xu Guo Han Yu LM&MA VLM 28 29 0 06 Nov 2022
Two-stage LLM Fine-tuning with Less Specialization and More Generalization Yihan Wang Si Si Daliang Li Michal Lukasik Felix X. Yu Cho-Jui Hsieh Inderjit S Dhillon Sanjiv Kumar 43 29 0 01 Nov 2022
Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers Wanjun Zhong Tingting Ma Jiahai Wang Jian Yin T. Zhao Chin-Yew Lin Nan Duan LRM CoGe 33 2 0 20 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 252 2,494 0 06 Oct 2022
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein D. Andor Bernd Bohnet Michael Collins David M. Mimno LRM 191 24 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals Piotr Wojciech Mirowski Kory W. Mathewson Jaylen Pittman Richard Evans HAI 64 250 0 29 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 109 107 0 22 Sep 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 26 19 0 21 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 229 321 0 21 Sep 2022
NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning Nathaniel Weir Peter Clark Benjamin Van Durme ReLM NAI LRM 50 12 0 16 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
On the Paradox of Learning to Reason from Data Honghua Zhang Liunian Harold Li Tao Meng Kai-Wei Chang Guy Van den Broeck NAI ReLM OOD LRM 137 103 0 23 May 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 386 8,495 0 28 Jan 2022
PonderNet: Learning to Ponder Andrea Banino Jan Balaguer Charles Blundell PINN AIMat 99 80 0 12 Jul 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 239 184 0 17 Apr 2021