Title
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 124 215 0 16 Jan 2023
EXIF as Language: Learning Cross-Modal Associations Between Images and Camera Metadata Chenhao Zheng Ayush Shrivastava Andrew Owens VLM 141 12 0 11 Jan 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 355 2,421 0 26 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 135 150 0 20 Dec 2022
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq Joty Boyang Albert Li Lidong Bing 97 250 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 219 645 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 165 351 0 20 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 234 327 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 101 36 0 18 Dec 2022
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 113 152 0 15 Dec 2022
Programming Is Hard -- Or at Least It Used to Be: Educational Opportunities And Challenges of AI Code Generation Brett A. Becker Paul Denny James Finnie-Ansley Andrew Luxton-Reilly James Prather E. Santos 91 287 0 02 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 129 176 0 01 Dec 2022
Explicit Knowledge Transfer for Weakly-Supervised Code Generation Zhangir Azerbayev Ansong Ni Hailey Schoelkopf Dragomir R. Radev 49 5 0 30 Nov 2022
Is Conditional Generative Modeling all you need for Decision-Making? Anurag Ajay Yilun Du Abhi Gupta J. Tenenbaum Tommi Jaakkola Pulkit Agrawal DiffM 170 409 0 28 Nov 2022
Solving math word problems with process- and outcome-based feedback J. Uesato Nate Kushman Ramana Kumar Francis Song Noah Y. Siegel L. Wang Antonia Creswell G. Irving I. Higgins FaML ReLM AIMat LRM 141 362 0 25 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 147 462 0 18 Nov 2022
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 131 786 0 16 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Rameswar Panda Behnam Neyshabur Hanie Sedghi LRM ReLM 125 117 0 15 Nov 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 76 4 0 14 Nov 2022
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk Decoding Mirac Suzgun Luke Melas-Kyriazi Dan Jurafsky 76 46 0 14 Nov 2022
Towards a Mathematics Formalisation Assistant using Large Language Models Ayush Agrawal Siddhartha Gadgil Navin Goyal Ashvni Narayanan Anand Tadipatri 92 17 0 14 Nov 2022
Metaphors We Learn By Roland Memisevic 66 0 0 11 Nov 2022
Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks Sadegh Mahdavi Kevin Swersky Thomas Kipf Milad Hashemi Christos Thrampoulidis Renjie Liao LRM OOD NAI 104 26 0 01 Nov 2022
A Simple, Yet Effective Approach to Finding Biases in Code Generation Spyridon Mouselinos Mateusz Malinowski Henryk Michalewski 122 9 0 31 Oct 2022
A Solvable Model of Neural Scaling Laws A. Maloney Daniel A. Roberts J. Sully 126 57 0 30 Oct 2022
Towards Better Few-Shot and Finetuning Performance with Forgetful Causal Language Models Hao Liu Xinyang Geng Lisa Lee Igor Mordatch Sergey Levine Sharan Narang Pieter Abbeel KELM CLL 91 2 0 24 Oct 2022
Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs Albert Q. Jiang Sean Welleck Jin Peng Zhou Wenda Li Jiacheng Liu M. Jamnik Timothée Lacroix Yuhuai Wu Guillaume Lample AIMat 160 181 0 21 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 231 618 0 20 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 338 3,179 0 20 Oct 2022
Transcending Scaling Laws with 0.1% Extra Compute Yi Tay Jason W. Wei Hyung Won Chung Vinh Q. Tran David R. So ... Donald Metzler Slav Petrov N. Houlsby Quoc V. Le Mostafa Dehghani LRM 109 71 0 20 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 115 24 0 19 Oct 2022
Mind's Eye: Grounded Language Model Reasoning through Simulation Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 219 83 0 11 Oct 2022
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 89 6 0 11 Oct 2022
Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers A. Nam Mustafa Abdool Trevor C. Maxfield James L. McClelland NAI LRM AI4CE 68 1 0 07 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 107 5 0 06 Oct 2022
Explaining Patterns in Data with Language Models via Interpretable Autoprompting Chandan Singh John X. Morris J. Aneja Alexander M. Rush Jianfeng Gao LRM 64 0 0 04 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 307 315 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 263 446 0 03 Oct 2022
Learning by Distilling Context Charles Burton Snell Dan Klein Ruiqi Zhong ReLM LRM 241 48 0 30 Sep 2022
Toward Trustworthy Neural Program Synthesis Darren Key Wen-Ding Li Kevin Ellis NAI 175 6 0 29 Sep 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 329 538 0 28 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 246 121 0 22 Sep 2022
Law Informs Code: A Legal Informatics Approach to Aligning Artificial Intelligence with Humans John J. Nay ELM AILaw 190 29 0 14 Sep 2022
Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment Mustafa Shukor Guillaume Couairon Matthieu Cord VLM CLIP 100 27 0 29 Aug 2022
Limitations of Language Models in Arithmetic and Symbolic Induction Jingu Qian Hong Wang Zekun Li Shiyang Li Xifeng Yan ReLM LRM 139 76 0 09 Aug 2022
Meaning without reference in large language models S. Piantadosi Felix Hill 89 77 0 05 Aug 2022
Few-shot Adaptation Works with UnpredicTable Data Jun Shern Chan Michael Pieler Jonathan Jao Jérémy Scheurer Ethan Perez 99 5 0 01 Aug 2022
Formal Algorithms for Transformers Mary Phuong Marcus Hutter 62 75 0 19 Jul 2022
Exploring Length Generalization in Large Language Models Cem Anil Yuhuai Wu Anders Andreassen Aitor Lewkowycz Vedant Misra V. Ramasesh Ambrose Slone Guy Gur-Ari Ethan Dyer Behnam Neyshabur ReLM LRM 122 171 0 11 Jul 2022
Formal Specifications from Natural Language Christopher Hahn Frederik Schmitt Julia J. Tillman Niklas Metzger Julian Siber Bernd Finkbeiner 105 29 0 04 Jun 2022