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  1. Generating Query-Focused Summarization Datasets from Query-Free Summarization Datasets

    May 6, 2026Yllias Chali, Deen AbdullahSummarizationMulti-Hop Question Answering Benchmarks

  2. MRI-Eval: A Tiered Benchmark for Evaluating LLM Performance on MRI Physics and GE Scanner Operations Knowledge

    May 6, 2026Perry E. RadauDiagnostic BenchmarkLarge Language Model Evaluation

  3. CANDI: Contextual Alignment for Niche Domains Question Answering

    May 6, 2026Megha Chakraborty, Darssan L. Eswaramoorthi, Het Riteshkumar Shah +5Multi-Hop Question Answering BenchmarksDomain-Specific Language

  4. Telegraph English: Semantic Prompt Compression via Structured Symbolic Rewriting

    May 6, 2026Mikhail L. Arbuzov, Sisong Bei, Ziwei Dong +2Large Language Model CompressionContext Compression

  5. SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures

    May 4, 2026Nedjma Ousidhoum, Junho Myung, Carla Perez-Almendros +27Multilingual BenchmarkEnglish

  6. CLaC at SemEval-2026 Task 6: Response Clarity Detection in Political Discourse

    May 4, 2026Nawar Turk, Lucas Miquet-Westphal, Leila KosseimLarge Language Model ResponsesInterviews

  7. Do Large Language Models Plan Answer Positions? Position Bias in Multiple-Choice Question Generation

    May 3, 2026Xuemei Tang, Xufeng Duan, Zhenguang G. CaiMultiple-Choice QuestionsImplicit Bias

  8. S3S^3-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

    May 2, 2026Harsh Goel, Akhil Udathu, Susmija Jabbireddy +2Multi-Hop Question Answering BenchmarksSparse Rewards

  9. "I Don't Know" -- Towards Appropriate Trust with Certainty-Aware Retrieval Augmented Generation

    May 1, 2026Daan Di Scala, Maaike de Boer, Pınar YolumTrustworthy Artificial IntelligenceArtificial Intelligence Systems

  10. DIAGRAMS: A Review Framework for Reasoning-Level Attribution in Diagram QA

    Apr 29, 2026Anirudh Iyengar Kaniyar Narayana Iyengar, Tampu Ravi Kumar, Manan Suri +4DiagramsReasoning Graphs

  11. CORAL: Adaptive Retrieval Loop for Culturally-Aligned Multilingual RAG

    Apr 28, 2026Nayeon Lee, Jiwoo Song, Byeongcheol KangMulti-Hop Question Answering BenchmarksCoral

  12. Faithfulness-QA: A Counterfactual Entity Substitution Dataset for Training Context-Faithful RAG Models

    Apr 28, 2026Li Ju, Junzhe Wang, Qi ZhangMulti-Hop Question Answering BenchmarksFaithfulness

  13. LongSumEval: Question-Answering Based Evaluation and Feedback-Driven Refinement for Long Document Summarization

    Apr 28, 2026Huyen Nguyen, Haoxuan Zhang, Yang Zhang +2SummarizationLong-Form Generation

  14. Analyzing LLM Reasoning to Uncover Mental Health Stigma

    Apr 27, 2026Sreehari Sankar, Aliakbar Nafar, Mona Barman +8Large Language Model ReasoningSuicide Risk

  15. Domain Fine-Tuning vs. Retrieval-Augmented Generation for Medical Multiple-Choice Question Answering: A Controlled Comparison at the 4B-Parameter Scale

    Apr 26, 2026Avi-ad Avraam BuskilaMulti-Hop Question Answering BenchmarksMultiple-Choice Questions

  16. Expert Evaluation of LLM's Open-Ended Legal Reasoning on the Japanese Bar Exam Writing Task

    Apr 26, 2026Jungmin Choi, Keisuke Sakaguchi, Hiroaki YamadaLegal DomainMultiple-Choice Questions

  17. Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA

    Apr 24, 2026Zhanli Li, Yixuan Cao, Lvzhou Luo +1Multimodal DocumentsMulti-Hop Question Answering Benchmarks

  18. GRISP: Guided Recurrent IRI Selection over SPARQL Skeletons

    Apr 22, 2026Sebastian Walter, Hannah BastSparqlKnowledge Graphs

  19. RespondeoQA: a Benchmark for Bilingual Latin-English Question Answering

    Apr 22, 2026Marisa Hudspeth, Patrick J. Burns, Brendan O'ConnorMultilingual Financial Question AnsweringQuestion-Answer Pairs

  20. Sink-Token-Aware Pruning for Fine-Grained Video Understanding in Efficient Video LLMs

    Apr 22, 2026Kibum Kim, Jiwan Kim, Kyle Min +4Visual Token PruningFine-Grained Video Understanding

  21. An Answer is just the Start: Related Insight Generation for Open-Ended Document-Grounded QA

    Apr 21, 2026Saransh Sharma, Pritika Ramu, Aparna Garimella +1Open-Ended ResponsesMulti-Hop Question Answering Benchmarks

  22. Structure Guided Retrieval-Augmented Generation for Factual Queries

    Apr 21, 2026Miao Xie, Xiao Zhang, Yi Li +1Multi-Hop Question Answering BenchmarksQuestion-Answer Pairs

  23. A Benchmark Construction and Evaluation Framework for Specialist Domains: Case Study on Defense-related Documents

    Apr 20, 2026Bao Gia Doan, Aditya Joshi, Pantelis Elinas +4Multi-Hop Question Answering BenchmarksRecent Retrieval-Augmented Generation

  24. Beyond Fine-Tuning: In-Context Learning and Chain-of-Thought for Reasoned Distractor Generation

    Apr 19, 2026Elaf Alhazmi, Quan Z. Sheng, Wei Emma ZhangDistractorLarge Language Model Reasoning

  25. CoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search

    Apr 19, 2026Hansi Zeng, Liam Collins, Bhuvesh Kumar +2Agentic SearchReranking

  26. Evaluating Hallucinations in Domain-Adapted Large Language Models

    Apr 19, 2026Sanchita Porwal, Sai Prasath S, Xingjian Bi +1Large Language Model HallucinationHallucination Rate

  27. When Choices Become Risks: Safety Failures of Large Language Models under Multiple-Choice Constraints

    Apr 18, 2026Yuheng Chen, Zhiyu Wu, Bowen Cheng +1Large Language Model SafetySafety Alignment

  28. Learning to Trade Like an Expert: Cognitive Fine-Tuning for Stable Financial Reasoning in Language Models

    Apr 18, 2026Yuchen Pan, Soung Chang LiewFrontier ModelsMultiple-Choice Questions

  29. BAGEL: Benchmarking Animal Knowledge Expertise in Language Models

    Apr 17, 2026Jiacheng Shen, Masato Hagiwara, Milad Alizadeh +9Reasoning BenchmarkQuestion-Answer Pairs

  30. Pangu-ACE: Adaptive Cascaded Experts for Educational Response Generation on EduBench

    Apr 16, 2026Dinghao Li, Wenlong Zhou, Zhimin Chen +5TutorsMulti-Hop Question Answering Benchmarks

  31. CoPA: Benchmarking Personalized Question Answering with Data-Informed Cognitive Factors

    Apr 16, 2026Hang Su, Zequn Liu, Chen Hu +3Multi-Hop Question Answering BenchmarksModel Preference

  32. TSHA: A Benchmark for Visual Language Models in Trustworthy Safety Hazard Assessment Scenarios

    Mar 31, 2026Qiucheng Yu, Ruijie Xu, Mingang Chen +2HazardLarge Language Model Safety

  33. Corpus Prevalence of Multiple-Choice Question Options

    Feb 19, 2026Leonidas Zotos, Hedderik van Rijn, Malvina NissimMultiple-Choice QuestionsText Corpora

  34. Decomposed Prompting Does Not Fix Knowledge Gaps, But Helps Models Say "I Don't Know"

    Feb 4, 2026Dhruv Madhwal, Lyuxin David Zhang, Dan Roth +2Knowledge GapsClosed-Book Question Answering

  35. LifeAgentBench: Benchmarking LLMs for Long-Horizon, Cross-Dimensional Lifestyle Health Reasoning

    Jan 20, 2026Ye Tian, Zihao Wang, Onat Gungor +2Multi-Hop Question Answering BenchmarksSearch-Augmented Reasoning

  36. SpatialMosaic: A Multiview VLM Dataset for Partial Visibility

    Dec 29, 2025Kanghee Lee, Jungi Hong, Sion Lee +4Multi-ViewVisibility

  37. Multilingual Medical Reasoning for Question Answering with Large Language Models

    Dec 5, 2025Pietro Ferrazzi, Aitor Soroa, Rodrigo AgerriMultilingual ReasoningClinical Reasoning

  38. Unexplored flaws in multiple-choice VQA make benchmarking unreliable

    Nov 27, 2025Fabio Rosenthal, Sebastian Schmidt, Thorsten Graf +3Multiple-Choice QuestionsKnowledge-Based Visual Question Answering

  39. Ground-Truth Subgraphs for Better Training and Evaluation of Knowledge Graph Augmented LLMs

    Nov 6, 2025Alberto Cattaneo, Carlo Luschi, Daniel JustusKnowledge GraphsMulti-Hop Question Answering Benchmarks

  40. The Chameleon Nature of LLMs: Quantifying Multi-Turn Stance Instability in Search-Enabled Language Models

    Oct 19, 2025Shivam Ratnakar, Sanjay RaghavendraQuestion-Answer PairsInstability

  41. Adaptive Generation of Bias-Eliciting Questions for LLMs

    Oct 14, 2025Robin Staab, Jasper Dekoninck, Maximilian Baader +1Large Language Model BiasImplicit Bias

  42. L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit

    Aug 31, 2025Boqin Yuan, Ziqi WangLegal DomainCitations

  43. DocHop-QA: Towards Multi-Hop Reasoning over Multimodal Document Collections

    Aug 20, 2025Jiwon Park, Seohyun Pyeon, Jinwoo Kim +4Multimodal DocumentsQuestion-Answer Pairs

  44. SAGE: A Search-AuGmented Evaluation of Large Language Models on Free-Form QA

    Apr 10, 2025Sher Badshah, Ali Emami, Hassan SajjadLarge Language Model EvaluationMulti-Hop Question Answering Benchmarks

  45. Compound-QA: A Benchmark for Evaluating LLMs on Compound Questions

    Nov 15, 2024Yutao Hou, Yajing Luo, Zhiwen Ruan +4Multi-Hop Question Answering Benchmarks

  46. HiQA: A Hierarchical Contextual Augmentation RAG for Multi-Documents QA

    Feb 1, 2024Xinyue Chen, Pengyu Gao, Jiangjiang Song +1Multi-Hop Question Answering BenchmarksMultimodal Documents

  47. Ambient @ EgoLongQA 2026: Distilling Long-Video perception into a Sub-2B Model

    Date pendingLogesh Kumar UmapathiAgentic Video GenerationEgocentric Video

  48. Who Judges the Judges? A Chinese Safety QA Benchmark for Evaluating LLM Responses and Safety Judges

    Date pendingRui Yang, Shuang Huang, Junhua Liu +7Large Language Model SafetySafety Evaluation