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MERGE: Minimal Expression-Replacement GEneralization Test for Natural Language Inference Mădălina Zgreabăn Tejaswini Deoskar Lasha Abzianidze 44 0 0 28 Oct 2025
Unifying Deductive and Abductive Reasoning in Knowledge Graphs with Masked Diffusion Model Yisen Gao Jiaxin Bai Yi Huang Xingcheng Fu Qingyun Sun Yangqiu Song DiffM 100 0 0 13 Oct 2025
DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay Yunxiang Mo Tianshi Zheng Qing Zong Jiayu Liu Baixuan Xu Yauwai Yim Chunkit Chan Jiaxin Bai Yangqiu Song MLLM LRM 129 0 0 11 Oct 2025
Everything is Plausible: Investigating the Impact of LLM Rationales on Human Notions of Plausibility Shramay Palta Peter Rankel Sarah Wiegreffe Rachel Rudinger 80 0 0 09 Oct 2025
The Flaw of Averages: Quantifying Uniformity of Performance on Benchmarks Arda Uzunoglu Tianjian Li Daniel Khashabi 108 0 0 30 Sep 2025
Out-of-Context Abduction: LLMs Make Inferences About Procedural Data Leveraging Declarative Facts in Earlier Training Data Sohaib Imran Rob Lamb Peter M. Atkinson 94 1 0 01 Aug 2025
Let's CONFER: A Dataset for Evaluating Natural Language Inference Models on CONditional InFERence and Presupposition Tara Azin Daniel Dumitrescu Diana Inkpen Raj Singh 129 1 0 06 Jun 2025
CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex EventsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Sai Vallurupalli Francis Ferraro 161 0 0 02 Jun 2025
From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models Kaiyu He Zhiyu Chen ReLM LRM ELM 281 3 0 28 May 2025
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models Yuchen Yan Jin Jiang Zhenbang Ren Yijun Li Xudong Cai ... Mengdi Zhang Jian Shao Yongliang Shen Jun Xiao Yueting Zhuang OffRL ALM LRM 336 8 0 21 May 2025
RepCali: High Efficient Fine-tuning Via Representation Calibration in Latent Space for Pre-trained Language ModelsData Intelligence (DI), 2025 Fujun Zhang Xiaoying Fan Xiangdong Su Guanglai Gao 245 1 0 13 May 2025
Towards Quantifying Commonsense Reasoning with Mechanistic InsightsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Abhinav Joshi A. Ahmad Divyaksh Shukla Ashutosh Modi ReLM LRM 215 4 0 14 Apr 2025
MetaXCR: Reinforcement-Based Meta-Transfer Learning for Cross-Lingual Commonsense Reasoning Jie He Yu Fu OffRL LRM 233 2 0 09 Mar 2025
Tgea: An error-annotated dataset and benchmark tasks for text generation from pretrained language modelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Jie He Bo Peng Yi-Lun Liao Qun Liu Deyi Xiong 203 8 0 06 Mar 2025
The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation Jie He Tao Wang Deyi Xiong Qun Liu ELM LRM 330 34 0 05 Mar 2025
ATEB: Evaluating and Improving Advanced NLP Tasks for Text Embedding Models Simeng Han Frank Palma Gomez Tu Vu Zefei Li Daniel Cer Hansi Zeng Chris Tar Arman Cohan Gustavo Hernández Ábrego 259 5 0 24 Feb 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning Tianshi Zheng Jiayang Cheng Chunyang Li Haochen Shi Liang Luo Jiaxin Bai Yangqiu Song Ginny Wong Simon See LRM 417 11 0 16 Feb 2025
COLD: Causal reasOning in cLosed Daily activitiesNeural Information Processing Systems (NeurIPS), 2024 Abhinav Joshi A. Ahmad Ashutosh Modi LRM ReLM 225 7 0 29 Nov 2024
What Really is Commonsense Knowledge? Quyet V. Do Junze Li Tung-Duong Vuong Zhaowei Wang Yangqiu Song Xiaojuan Ma 180 2 0 06 Nov 2024
Causal Interventions on Causal Paths: Mapping GPT-2's Reasoning From Syntax to Semantics Isabelle Lee Joshua Lum Ziyi Liu Dani Yogatama LRM 117 0 0 28 Oct 2024
RARe: Retrieval Augmented Retrieval with In-Context Examples Atula Tejaswi Yoonsang Lee Sujay Sanghavi Eunsol Choi RALM LRM 152 2 0 26 Oct 2024
Boosting Deductive Reasoning with Step Signals In RLHF Jiajun Li Yipin Zhang Wei Shen Yuzi Yan Jian Xie Dong Yan LRM ReLM 118 1 0 12 Oct 2024
Zero-shot Commonsense Reasoning over Machine ImaginationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Hyuntae Park Yeachan Kim Jun-Hyung Park S. Lee ReLM VLM LRM 98 0 0 12 Oct 2024
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRAConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Maharshi Gor Hal Daumé III Wanrong Zhu Jordan Boyd-Graber ELM AI4MH LRM 210 5 0 09 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific HypothesesInternational Conference on Learning Representations (ICLR), 2024 Zonglin Yang Wanhao Liu Ben Gao Tong Xie You Li Wanli Ouyang Soujanya Poria Xiaoshi Zhong Dongzhan Zhou LRM 458 43 0 09 Oct 2024
Plausibly Problematic Questions in Multiple-Choice Benchmarks for Commonsense ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Shramay Palta Nishant Balepur Peter Rankel Sarah Wiegreffe Marine Carpuat Rachel Rudinger ELM 139 10 0 06 Oct 2024
NL-Eye: Abductive NLI for ImagesInternational Conference on Learning Representations (ICLR), 2024 Mor Ventura Michael Toker Nitay Calderon Zorik Gekhman Yonatan Bitton Roi Reichart 229 3 0 03 Oct 2024
CauseJudger: Identifying the Cause with LLMs for Abductive Logical Reasoning Jinwei He Feng Lu ELM LRM 123 2 0 09 Sep 2024
STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and BeyondAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Nils Dycke Matej Zečević Ilia Kuznetsov Beatrix Suess Kristian Kersting Iryna Gurevych LRM 323 0 0 09 Sep 2024
100 instances is all you need: predicting the success of a new LLM on unseen data by testing on a few instances Lorenzo Pacchiardi Lucy G. Cheke José Hernández-Orallo ALM LRM ELM 169 17 0 05 Sep 2024
Probing Causality Manipulation of Large Language Models Chenyang Zhang Haibo Tong Bin Zhang Dongyu Zhang LRM 170 1 0 26 Aug 2024
Defining and Evaluating Decision and Composite Risk in Language Models Applied to Natural Language Inference Ke Shen Mayank Kejriwal 160 2 0 04 Aug 2024
Compare without Despair: Reliable Preference Evaluation with Generation Separability Sayan Ghosh Tejas Srinivasan Swabha Swayamdipta 221 3 0 02 Jul 2024
EconNLI: Evaluating Large Language Models on Economics Reasoning Yue Guo Yi Yang 116 10 0 01 Jul 2024
Belief Revision: The Adaptability of Large Language Models Reasoning Bryan Wilie Samuel Cahyawijaya Etsuko Ishii Junxian He Pascale Fung KELM LRM 164 8 0 28 Jun 2024
When Parts are Greater Than Sums: Individual LLM Components Can Outperform Full ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Ting-Yun Chang Jesse Thomason Robin Jia 360 6 0 19 Jun 2024
DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence?Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Zhouhong Gu Lin Zhang Xiaoxuan Zhu Jiangjie Chen Wenhao Huang ... Shusen Wang Zheyu Ye Yan Gao Hongwei Feng Yanghua Xiao RALM 148 2 0 18 Jun 2024
RUPBench: Benchmarking Reasoning Under Perturbations for Robustness Evaluation in Large Language Models Yuqing Wang Yun Zhao LRM AAML ELM 187 5 0 16 Jun 2024
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions Weiqi Wang Tianqing Fang Haochen Shi Baixuan Xu Wenxuan Ding ... Wei Fan Jiaxin Bai Haoran Li Xin Liu Yangqiu Song LRM 390 4 0 16 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 359 68 0 09 Jun 2024
Every Answer Matters: Evaluating Commonsense with Probabilistic MeasuresAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Qi Cheng Michael Boratko Pranay Kumar Yelugam T. O’Gorman Nalini Singh Andrew McCallum X. Li ELM LRM 214 6 0 06 Jun 2024
Are LLMs classical or nonmonotonic reasoners? Lessons from generics Alina Leidinger R. Rooij Ekaterina Shutova LRM 212 9 0 05 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 300 14 0 04 Jun 2024
A Survey of Useful LLM Evaluation Ji-Lun Peng Sijia Cheng Egil Diau Yung-Yu Shih Po-Heng Chen Yen-Ting Lin Yun-Nung Chen LLMAG ELM 232 30 0 03 Jun 2024
Quantifying the Capabilities of LLMs across Scale and Precision Sher Badshah Hassan Sajjad 247 20 0 06 May 2024
How often are errors in natural language reasoning due to paraphrastic variability? Neha Srikanth Marine Carpuat Rachel Rudinger LRM 191 4 0 17 Apr 2024
RAR-b: Reasoning as Retrieval Benchmark Chenghao Xiao G. Thomas Al Moubayed LRM RALM 311 25 0 09 Apr 2024
Okay, Let's Do This! Modeling Event Coreference with Generated Rationales and Knowledge DistillationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Abhijnan Nath Shadi Manafi Avyakta Chelle Nikhil Krishnaswamy 166 3 0 04 Apr 2024
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models Emmy Liu Graham Neubig Jacob Andreas ReLM LRM 170 1 0 03 Apr 2024
Can Humans Identify Domains?International Conference on Language Resources and Evaluation (LREC), 2024 Maria Barrett Max Müller-Eberstein Elisa Bassignana Amalie Brogaard Pauli Mike Zhang Rob van der Goot 208 1 0 02 Apr 2024

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Abductive Commonsense Reasoning

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