Title
Visualizing Thought: Conceptual Diagrams Enable Robust Planning in LMMs Nasim Borazjanizadeh Roei Herzig Eduard Oks Trevor Darrell Rogerio Feris Leonid Karlinsky LRM 306 2 0 14 Mar 2025
Are formal and functional linguistic mechanisms dissociated in language models? Michael Hanna Sandro Pezzelle Yonatan Belinkov 437 4 0 14 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language ModelsInternational Conference on Learning Representations (ICLR), 2025 Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 321 4 0 14 Mar 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More MoreAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Arvid Frydenlund LRM 510 2 0 13 Mar 2025
Out-of-Context Reasoning in Large Language Models Jonathan Shaki Emanuele La Malfa Michael Wooldridge Sarit Kraus LRM ReLM 382 0 0 13 Mar 2025
A Representationalist, Functionalist and Naturalistic Conception of Intelligence as a Foundation for AGI Rolf Pfister 254 0 0 10 Mar 2025
AI-driven control of bioelectric signalling for real-time topological reorganization of cells Gonçalo Hora de Carvalho AI4CE 324 2 0 10 Mar 2025
MastermindEval: A Simple But Scalable Reasoning Benchmark Jonas Golde Patrick Haller Fabio Barth Alan Akbik LRM ReLM ELM 572 4 0 07 Mar 2025
From Infants to AI: Incorporating Infant-like Learning in Models Boosts Efficiency and Generalization in Learning Social Prediction Tasks Shify Treger Shimon Ullman 239 0 0 05 Mar 2025
Structural Deep Encoding for Table Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier LMTD 253 2 0 03 Mar 2025
Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models Yukang Yang Declan Campbell Kaixuan Huang Mengdi Wang Jonathan D. Cohen Taylor Webb LRM 424 15 0 27 Feb 2025
FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle SolvingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Guizhen Chen Weiwen Xu Hao Zhang Hou Pong Chan Chaoqun Liu Lidong Bing Deli Zhao Anh Tuan Luu Yu Rong ReLM LRM 281 8 0 27 Feb 2025
Beyond In-Distribution Success: Scaling Curves of CoT Granularity for Language Model Generalization Ru Wang Wei Huang Selena Song Haoyu Zhang Yusuke Iwasawa Y. Matsuo Jiaxian Guo OODD LRM 372 5 0 25 Feb 2025
The Role of Sparsity for Length Generalization in Transformers Noah Golowich Samy Jelassi David Brandfonbrener Sham Kakade Eran Malach 221 6 0 24 Feb 2025
Reasoning about Affordances: Causal and Compositional Reasoning in LLMs Magnus F. Gjerde Vanessa Cheung David Lagnado ReLM LRM 247 0 0 23 Feb 2025
Stepwise Informativeness Search for Efficient and Effective LLM Reasoning Siyuan Wang Enda Zhao Zhongyu Wei Xiang Ren LRM 202 2 0 21 Feb 2025
None of the Others: a General Technique to Distinguish Reasoning from Memorization in Multiple-Choice LLM Evaluation Benchmarks Eva Sánchez Salido Julio Gonzalo Guillermo Marco ELM 559 12 0 18 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex ProofsInternational Conference on Learning Representations (ICLR), 2024 Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 391 7 0 17 Feb 2025
Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring Alex Heyman Joel Zylberberg LRM 290 2 0 10 Feb 2025
Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Nayoung Lee Ziyang Cai Avi Schwarzschild Kangwook Lee Dimitris Papailiopoulos ReLM VLM LRM AI4CE 382 19 0 03 Feb 2025
Strassen Attention, Split VC Dimension and Compositionality in Transformers Chris Köcher Felipe Urrutia Hector Jimenez Tomasz Steifer Germán Pizarro Matías Fuentes Francisco Meza Cristian Buc Cristóbal Rojas 371 4 0 31 Jan 2025
Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma Richard Willis Yali Du Joel Z Leibo Michael Luck 292 12 0 28 Jan 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data?International Conference on Learning Representations (ICLR), 2025 Yutong Yin Zhaoran Wang LRM ReLM 1.1K 2 0 27 Jan 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 320 7 0 22 Jan 2025
Infinite Time Turing Machines and their Applications Rukmal Weerawarana Maxwell Braun AI4CE 72 0 0 22 Jan 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 567 19 0 03 Jan 2025
Rethinking Addressing in Language Models via Contexualized Equivariant Positional Encoding Jiajun Zhu Peihao Wang Ruisi Cai Jason D. Lee Pan Li Liang Luo KELM 350 4 0 01 Jan 2025
Out-of-distribution generalization via composition: a lens through induction heads in TransformersProceedings of the National Academy of Sciences of the United States of America (PNAS), 2024 Jiajun Song Zhuoyan Xu Yiqiao Zhong 312 19 0 31 Dec 2024
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 204 1 0 05 Dec 2024
Theoretical limitations of multi-layer Transformer Lijie Chen Binghui Peng Hongxun Wu AI4CE 435 21 0 04 Dec 2024
Learning Elementary Cellular Automata with Transformers Mikhail Burtsev 406 2 0 02 Dec 2024
Sneaking Syntax into Transformer Language Models with Tree RegularizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Ananjan Nandi Christopher D. Manning Shikhar Murty 311 1 0 28 Nov 2024
Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts?Annual Meeting of the Association for Computational Linguistics (ACL), 2024 Sohee Yang Nora Kassner E. Gribovskaya Sebastian Riedel Mor Geva LRM KELM ReLM 363 16 0 25 Nov 2024
Lessons from Studying Two-Hop Latent Reasoning Mikita Balesni Tomek Korbak Owain Evans ReLM LRM 401 0 0 25 Nov 2024
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning ScenariosNeural Information Processing Systems (NeurIPS), 2024 Shantanu Jaiswal Debaditya Roy Basura Fernando Cheston Tan ReLM LRM 323 5 0 20 Nov 2024
SetLexSem Challenge: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Bardiya Akhbari Manish Gawali Nicholas A. Dronen AAML 225 0 0 11 Nov 2024
Quantifying artificial intelligence through algorithmic generalizationNature Machine Intelligence (Nat. Mach. Intell.), 2024 Takuya Ito Murray Campbell L. Horesh Tim Klinger Parikshit Ram ELM 408 0 0 08 Nov 2024
A Implies B: Circuit Analysis in LLMs for Propositional Logical Reasoning Guan Zhe Hong Nishanth Dikkala Enming Luo Cyrus Rashtchian Xin Wang Rina Panigrahy OffRL LRM NAI 364 0 0 06 Nov 2024
Automatic Generation of Question Hints for Mathematics Problems using Large Language Models in Educational Technology Junior Cedric Tonga Benjamin Clément Pierre-Yves Oudeyer LRM 155 7 0 05 Nov 2024
Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models Jonas Zausinger Lars Pennig Anamarija Kozina Sean Sdahl Julian Sikora ... Anna Ketteler Thorben Prein Vishwa Mohan Singh Michael Morris Danziger Jannis Born 337 5 0 04 Nov 2024
Provable Length Generalization in Sequence Prediction via Spectral Filtering Annie Marsden Evan Dogariu Naman Agarwal Xinyi Chen Daniel Suo Elad Hazan 322 1 0 01 Nov 2024
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models Arash Marioriyad Parham Rezaei M. Baghshah M. Rohban CoGe 956 2 0 30 Oct 2024
On Memorization of Large Language Models in Logical Reasoning Chulin Xie Yangsibo Huang Chiyuan Zhang Da Yu Xinyun Chen Bill Yuchen Lin Bo Li Badih Ghazi Ravi Kumar LRM 432 92 0 30 Oct 2024
Natural Language Inference Improves Compositionality in Vision-Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Paola Cascante-Bonilla Yu Hou Yang Trista Cao Hal Daumé III Rachel Rudinger ReLM CoGe VLM 267 5 0 29 Oct 2024
Delving into the Reversal Curse: How Far Can Large Language Models Generalize?Neural Information Processing Systems (NeurIPS), 2024 Zhengkai Lin Z. Fu Kai Liu Liang Xie Binbin Lin Wenxiao Wang Xiaofei He Yue Wu Jieping Ye LRM 350 7 0 24 Oct 2024
A Comprehensive Evaluation of Cognitive Biases in LLMs Simon Malberg Roman Poletukhin Carolin M. Schuster Georg Groh ELM 277 15 0 20 Oct 2024
Supervised Chain of Thought Xiang Zhang Dujian Ding LRM AI4CE 101 3 0 18 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and PlanningInternational Conference on Learning Representations (ICLR), 2024 Jiacheng Ye Lei Li Shansan Gong Lin Zheng Xin Jiang Zhiyu Li Dianbo Sui DiffM LRM 522 69 0 18 Oct 2024
Breaking Chains: Unraveling the Links in Multi-Hop Knowledge Unlearning Minseok Choi C. Park Dohyun Lee Jaegul Choo KELM MU 117 4 0 17 Oct 2024
How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Guhao Feng Kai-Bo Yang Yuntian Gu Xinyue Ai Shengjie Luo Jiacheng Sun Di He Hao Sun Liwei Wang LRM 286 13 0 17 Oct 2024