The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning

6 May 2022

Papers citing "The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning"

28 / 28 papers shown

Title
Multilingual State Space Models for Structured Question Answering in Indic Languages A. Vats Rahul Raja Mrinal Mathur Vinija Jain Aman Chadha 68 1 0 01 Feb 2025
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations Huaizhi Ge Yiming Li Qifan Wang Yongfeng Zhang Ruixiang Tang AAML SILM 72 0 0 19 Nov 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 63 2 0 16 Oct 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 114 79 0 18 Sep 2024
How Does Code Pretraining Affect Language Model Task Performance? Jackson Petty Sjoerd van Steenkiste Tal Linzen 60 7 0 06 Sep 2024
Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step Zezhong Wang Xingshan Zeng Weiwen Liu Yufei Wang Liangyou Li Yasheng Wang Lifeng Shang Xin Jiang Qun Liu Kam-Fai Wong LRM 52 3 0 23 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 69 50 0 12 Jun 2024
Can We Verify Step by Step for Incorrect Answer Detection? Xin Xu Shizhe Diao Can Yang Yang Wang LRM 122 13 0 16 Feb 2024
Enhancing Summarization Performance through Transformer-Based Prompt Engineering in Automated Medical Reporting Daphne van Zandvoort Laura Wiersema Tom Huibers S. Dulmen S. Brinkkemper LM&MA MedIm 26 7 0 22 Nov 2023
Self-Contradictory Reasoning Evaluation and Detection Ziyi Liu Isabelle G. Lee Yongkang Du Soumya Sanyal Jieyu Zhao LRM 30 2 0 16 Nov 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 26 25 0 16 Nov 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 31 15 0 16 Nov 2023
Situated Natural Language Explanations Zining Zhu Hao Jiang Jingfeng Yang Sreyashi Nag Chao Zhang Jie Huang Yifan Gao Frank Rudzicz Bing Yin LRM 32 1 0 27 Aug 2023
Multimodal Grounding for Embodied AI via Augmented Reality Headsets for Natural Language Driven Task Planning Selma Wanna Fabian Parra R. Valner Karl Kruusamäe Mitch Pryor LM&Ro 22 2 0 26 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 26 168 0 04 Apr 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 19 579 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 49 307 0 19 Dec 2022
CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation Abhilasha Ravichander Matt Gardner Ana Marasović 22 33 0 01 Nov 2022
NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly Yi Ren Fung Tuhin Chakraborty Hao Guo Owen Rambow Smaranda Muresan Heng Ji 8 39 0 16 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 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 315 8,402 0 28 Jan 2022
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering Siddhant Garg Alessandro Moschitti 27 26 0 14 Sep 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 290 198 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,311 0 17 Jan 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 209 153 0 30 Dec 2020
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 274 170 0 24 Oct 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 252 620 0 04 Dec 2018