Critical Thinking for Language Models

15 September 2020

Papers citing "Critical Thinking for Language Models"

30 / 30 papers shown

Title
A Mechanistic Interpretation of Syllogistic Reasoning in Auto-Regressive Language Models Geonhee Kim Marco Valentino André Freitas LRM AI4CE 30 7 0 16 Aug 2024
ConcEPT: Concept-Enhanced Pre-Training for Language Models Xintao Wang Zhouhong Gu Jiaqing Liang Dakuan Lu Yanghua Xiao Wei Wang 34 1 0 11 Jan 2024
GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning Mehran Kazemi Hamidreza Alvari Ankit Anand Jialin Wu Xi Chen Radu Soricut LRM ReLM 39 53 0 19 Dec 2023
CLOMO: Counterfactual Logical Modification with Large Language Models Yinya Huang Ruixin Hong Hongming Zhang Wei Shao Zhicheng YANG Dong Yu Changshui Zhang Xiaodan Liang Linqi Song LRM 34 7 0 29 Nov 2023
LogicNet: A Logical Consistency Embedded Face Attribute Learning Network Haiyu Wu Sicong Tian Huayu Li Kevin W. Bowyer 32 2 0 19 Nov 2023
A Systematic Comparison of Syllogistic Reasoning in Humans and Language Models Tiwalayo Eisape MH Tessler Ishita Dasgupta Fei Sha Sjoerd van Steenkiste Tal Linzen ReLM LRM 43 8 0 01 Nov 2023
Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on Syllogism Mengyu Ye Tatsuki Kuribayashi Jun Suzuki Goro Kobayashi Hiroaki Funayama LRM 34 8 0 23 Oct 2023
Learning Deductive Reasoning from Synthetic Corpus based on Formal Logic Terufumi Morishita Gaku Morio Atsuki Yamaguchi Yasuhiro Sogawa ReLM LRM AI4CE ELM 32 22 0 11 Aug 2023
BoardgameQA: A Dataset for Natural Language Reasoning with Contradictory Information Mehran Kazemi Quan Yuan Deepti Bhatia Najoung Kim Xin Xu Vaiva Imbrasaite Deepak Ramachandran LRM 29 38 0 13 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 30 334 0 29 May 2023
Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming Hanlin Zhang Jiani Huang Ziyang Li Mayur Naik Eric P. Xing ReLM LRM 30 28 0 05 May 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 51 0 26 Mar 2023
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
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
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 44 4 0 07 Dec 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 121 94 0 06 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 123 277 0 03 Oct 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 39 93 0 02 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 24 121 0 30 Aug 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 33 341 0 19 May 2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning Fangkai Jiao Yangyang Guo Xuemeng Song Liqiang Nie LRM 31 35 0 01 Mar 2022
CRASS: A Novel Data Set and Benchmark to Test Counterfactual Reasoning of Large Language Models Jorg Frohberg Frank Binder SLR 6 27 0 22 Dec 2021
Pushing the Limits of Rule Reasoning in Transformers through Natural Language Satisfiability Kyle Richardson Ashish Sabharwal ReLM LRM 30 24 0 16 Dec 2021
Dyna-bAbI: unlocking bAbI's potential with dynamic synthetic benchmarking Ronen Tamari Kyle Richardson Aviad Sar-Shalom Noam Kahlon Nelson F. Liu Reut Tsarfaty Dafna Shahaf 43 5 0 30 Nov 2021
DeepA2: A Modular Framework for Deep Argument Analysis with Pretrained Neural Text2Text Language Models Gregor Betz Kyle Richardson 22 8 0 04 Oct 2021
Flexible Generation of Natural Language Deductions Kaj Bostrom Xinyu Zhao Swarat Chaudhuri Greg Durrett ReLM LRM 268 33 0 18 Apr 2021
Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2 Gregor Betz Kyle Richardson Christian Voigt ReLM LRM 24 30 0 24 Mar 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 419 2,588 0 03 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,984 0 20 Apr 2018