Can language models learn from explanations in context?

5 April 2022

Michael Henry Tessler

Papers citing "Can language models learn from explanations in context?"

50 / 216 papers shown

Title
Bridging the Gulf of Envisioning: Cognitive Design Challenges in LLM Interfaces Hariharan Subramonyam Roy Pea Christopher Pondoc Maneesh Agrawala Colleen M. Seifert 30 46 0 25 Sep 2023
Learning by Self-Explaining Wolfgang Stammer Felix Friedrich David Steinmann Manuel Brack Hikaru Shindo Kristian Kersting 20 7 0 15 Sep 2023
Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization Dave Van Veen Cara Van Uden Louis Blankemeier Jean-Benoit Delbrouck Asad Aali ... C. Langlotz Jason Hom S. Gatidis John M. Pauly Akshay S. Chaudhari ELM AI4MH LM&MA 45 275 0 14 Sep 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 17 95 0 11 Sep 2023
Are Emergent Abilities in Large Language Models just In-Context Learning? Sheng Lu Irina Bigoulaeva Rachneet Sachdeva Harish Tayyar Madabushi Iryna Gurevych LRM ELM ReLM 49 91 0 04 Sep 2023
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin Mengnan Du LRM 19 404 0 02 Sep 2023
GraphReason: Enhancing Reasoning Capabilities of Large Language Models through A Graph-Based Verification Approach Lang Cao LRM 20 11 0 18 Aug 2023
PromptCARE: Prompt Copyright Protection by Watermark Injection and Verification Hongwei Yao Jian Lou Kui Ren Zhan Qin AAML VLM 27 25 0 05 Aug 2023
Toward Zero-Shot Instruction Following Renze Lou Wenpeng Yin 31 1 0 04 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 22 110 0 31 Jul 2023
Analyzing Chain-of-Thought Prompting in Large Language Models via Gradient-based Feature Attributions Skyler Wu Eric Meng Shen Charumathi Badrinath Jiaqi Ma Himabindu Lakkaraju LRM 22 25 0 25 Jul 2023
Open-Domain Hierarchical Event Schema Induction by Incremental Prompting and Verification Sha Li Ruining Zhao Manling Li Heng Ji Chris Callison-Burch Jiawei Han 39 29 0 05 Jul 2023
Differentiable Instruction Optimization for Cross-Task Generalization Masaru Isonuma Junichiro Mori Ichiro Sakata 19 0 0 16 Jun 2023
Schema-learning and rebinding as mechanisms of in-context learning and emergence Siva K. Swaminathan Antoine Dedieu Rajkumar Vasudeva Raju Murray Shanahan Miguel Lazaro-Gredilla Dileep George 24 8 0 16 Jun 2023
Can Language Models Teach Weaker Agents? Teacher Explanations Improve Students via Personalization Swarnadeep Saha Peter Hase Mohit Bansal LRM 8 10 0 15 Jun 2023
FLamE: Few-shot Learning from Natural Language Explanations Yangqiaoyu Zhou Yiming Zhang Chenhao Tan LRM FAtt 25 9 0 13 Jun 2023
Mapping the Challenges of HCI: An Application and Evaluation of ChatGPT and GPT-4 for Mining Insights at Scale Jonas Oppenlaender Joonas Hamalainen 17 6 0 08 Jun 2023
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 24 123 0 06 Jun 2023
Dissecting Chain-of-Thought: Compositionality through In-Context Filtering and Learning Yingcong Li Kartik K. Sreenivasan Angeliki Giannou Dimitris Papailiopoulos Samet Oymak LRM 13 16 0 30 May 2023
Passive learning of active causal strategies in agents and language models Andrew Kyle Lampinen Stephanie C. Y. Chan Ishita Dasgupta A. Nam Jane X. Wang 27 15 0 25 May 2023
BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model Aakas Zhiyuli YanFang Chen Xuan Zhang Xun Liang ALM LLMAG 26 32 0 25 May 2023
EvEval: A Comprehensive Evaluation of Event Semantics for Large Language Models Zhengwei Tao Zhi Jin Xiaoying Bai Haiyan Zhao Yanlin Feng Jia Li Wenpeng Hu 19 4 0 24 May 2023
In-Context Impersonation Reveals Large Language Models' Strengths and Biases Leonard Salewski Stephan Alaniz Isabel Rio-Torto Eric Schulz Zeynep Akata 22 148 0 24 May 2023
Using Natural Language Explanations to Rescale Human Judgments Manya Wadhwa Jifan Chen Junyi Jessy Li Greg Durrett 31 8 0 24 May 2023
A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification Norbert Tihanyi Ridhi Jain Yiannis Charalambous M. Ferrag Youcheng Sun Lucas C. Cordeiro 16 48 0 24 May 2023
LLMs as Factual Reasoners: Insights from Existing Benchmarks and Beyond Philippe Laban Wojciech Kry'sciñski Divyansh Agarwal Alexander R. Fabbri Caiming Xiong Shafiq R. Joty Chien-Sheng Wu ALM HILM 27 31 0 23 May 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning Seungone Kim Se June Joo Doyoung Kim Joel Jang Seonghyeon Ye Jamin Shin Minjoon Seo ALM RALM LRM 16 55 0 23 May 2023
Make a Choice! Knowledge Base Question Answering with In-Context Learning Chuanyuan Tan Yuehe Chen Wenbiao Shao Wenliang Chen 29 13 0 23 May 2023
Measuring Inductive Biases of In-Context Learning with Underspecified Demonstrations Chenglei Si Dan Friedman Nitish Joshi Shi Feng Danqi Chen He He 8 42 0 22 May 2023
CCGen: Explainable Complementary Concept Generation in E-Commerce Jie Huang Yifan Gao Zheng Li Jingfeng Yang Yangqiu Song Chao Zhang Zining Zhu Haoming Jiang Kevin Chen-Chuan Chang Bing Yin 3DV LRM 10 5 0 19 May 2023
Post Hoc Explanations of Language Models Can Improve Language Models Satyapriya Krishna Jiaqi Ma Dylan Slack Asma Ghandeharioun Sameer Singh Himabindu Lakkaraju ReLM LRM 16 53 0 19 May 2023
Text Classification via Large Language Models Xiaofei Sun Xiaoya Li Jiwei Li Fei Wu Shangwei Guo Tianwei Zhang Guoyin Wang RALM LRM 32 135 0 15 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 25 100 0 13 May 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models Wei-Lin Chen An-Zi Yen Cheng-Kuang Wu Hen-Hsen Huang Hsin-Hsi Chen ReLM LRM 22 10 0 12 May 2023
Overinformative Question Answering by Humans and Machines Polina Tsvilodub Michael Franke Robert D. Hawkins Noah D. Goodman 17 2 0 11 May 2023
Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-Text Rationales Brihi Joshi Ziyi Liu Sahana Ramnath Aaron Chan Zhewei Tong Shaoliang Nie Qifan Wang Yejin Choi Xiang Ren HAI LRM 21 28 0 11 May 2023
MoT: Memory-of-Thought Enables ChatGPT to Self-Improve Xiaonan Li Xipeng Qiu ReLM KELM LRM AI4MH 14 32 0 09 May 2023
Explanation-based Finetuning Makes Models More Robust to Spurious Cues Josh Magnus Ludan Yixuan Meng Nguyen Tai Saurabh Shah Qing Lyu Marianna Apidianaki Chris Callison-Burch AAML LRM 21 16 0 08 May 2023
Faithful Question Answering with Monte-Carlo Planning Ruixin Hong Hongming Zhang Honghui Zhao Dong Yu Changshui Zhang ReLM LRM 52 19 0 04 May 2023
Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings Daniel Philip Rose Vaishnavi Himakunthala Andy Ouyang Ryan He Alex Mei Yujie Lu Michael Stephen Saxon Chinmay Sonar Diba Mirza William Yang Wang LRM 65 36 0 03 May 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 94 76 0 02 May 2023
RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models Dave Van Veen Cara Van Uden Maayane Attias Anuj Pareek Christian Blüthgen ... Jean-Benoit Delbrouck Juan Manuel Zambrano Chaves C. Langlotz Akshay S. Chaudhari John M. Pauly LM&MA 53 27 0 02 May 2023
Inducing anxiety in large language models increases exploration and bias Julian Coda-Forno Kristin Witte A. Jagadish Marcel Binz Zeynep Akata Eric Schulz AI4CE 15 41 0 21 Apr 2023
"What It Wants Me To Say": Bridging the Abstraction Gap Between End-User Programmers and Code-Generating Large Language Models Michael Xieyang Liu Advait Sarkar Carina Negreanu B. Zorn Jack Williams N. Toronto Andrew D. Gordon 19 105 0 13 Apr 2023
Why think step by step? Reasoning emerges from the locality of experience Ben Prystawski Michael Y. Li Noah D. Goodman LRM ReLM 19 89 0 07 Apr 2023
Evaluating Large Language Models on a Highly-specialized Topic, Radiation Oncology Physics J. Holmes Zheng Liu Lian-Cheng Zhang Yuzhen Ding Terence T. Sio ... Jonathan B. Ashman Xiang Li Tianming Liu Jiajian Shen W. Liu LM&MA AI4CE ELM 28 120 0 01 Apr 2023
Training Language Models with Language Feedback at Scale Jérémy Scheurer Jon Ander Campos Tomasz Korbak Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 29 101 0 28 Mar 2023
Improving Code Generation by Training with Natural Language Feedback Angelica Chen Jérémy Scheurer Tomasz Korbak Jon Ander Campos Jun Shern Chan Samuel R. Bowman Kyunghyun Cho Ethan Perez SyDa ALM AI4CE 26 76 0 28 Mar 2023
Language Model Behavior: A Comprehensive Survey Tyler A. Chang Benjamin Bergen VLM LRM LM&MA 27 102 0 20 Mar 2023
A Theory of Emergent In-Context Learning as Implicit Structure Induction Michael Hahn Navin Goyal LRM 8 73 0 14 Mar 2023