Multiple-Choice Questions

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  1. Version- and Scope-Aware Question Answering over Normative Documents: A Deployed System and an End-to-End Evaluation at Production Scale

    Sep 16, 2026Liuyin Wang, Shuaipeng Jin, Jiwei Shi +1Multi-Hop Question Answering BenchmarksSocial Norms

  2. Voice of Reason: Reinforcement Learning for Spoken Math

    Sep 16, 2026Timothée Weisselberger, Edouard Graves, Alexandre DéfossezLarge Language Model ReasoningClosed-Book Question Answering

  3. Knowledge-Graph Based Augmentation versus Retrieval Augmented Generation for Cultural-Related Question Answering

    Sep 16, 2026Pablo Poulenard, Yannis Karmim, Valentin BarrièreGraph-Based Retrieval Augmented GenerationHievi-Rag

  4. PageRecall: Measuring Page Selection in Literature-Grounded Question Answering

    Sep 16, 2026Aaditya ChauhanCitationsMultiple-Choice Questions

  5. When Should LLMs Abstain? Chain-of-Self-Questioning for Selective Risk Control

    Sep 15, 2026Ali ŞenolClosed-Book Question AnsweringAbstention

  6. Diagnosing the Fact-Grounding Gap in Multi-Hop Question Answering

    Sep 15, 2026Kevin Mo, Nathan Mo, Richard ZhuMulti-Hop ReasoningMulti-Hop Question Answering Benchmarks

  7. Option-Aware Retrieval and Task-Specific VLM Adaptation for Medical VQA

    Sep 14, 2026Tristan Kirscher, Niklas C. Koser, Soren PirkMedical Visual Question AnsweringMultiple-Choice Questions

  8. Turkish MMLU Pro: Traceable Option Augmentation and Its Validity Limits in Turkish Multiple-Choice Evaluation

    Sep 14, 2026M. Ali BayramMultiple-Choice QuestionsMmlu-Pro

  9. EAR: Entity-Aware Partitioning Approach for Retrieval-Augmented Generation Development

    Sep 14, 2026Cenab Batu Bora, Oylum Alatl\i, Sebnem Bora +1Recent Retrieval-Augmented GenerationMultiple-Choice Questions

  10. The Cost of Compression: A Rate-Distortion Limit on Factual Hallucination

    Sep 14, 2026Xi Wang, Shijia Xu, Rongfeng GuoFactual RecallHallucinations

  11. ORQA: An Occupation-Realistic Question and Answer Framework for LLM Professional Knowledge

    Sep 14, 2026Shreyas Krishnan, Serina Chang, Abhishek NagarajQuestion-Answer PairsCompetency Questions

  12. SEAR: Segment-Evidence-Aware Routing for Weak-to-Strong Multilingual Speech MCQ

    Sep 11, 2026Huy Hoang Le, Long-Bao Nguyen, Minh Tri DaoMultilingual Automatic Speech RecognitionMultilingual Financial Question Answering

  13. Data-Centric Post-Training for Financial Reasoning: Mining, Distillation, and Verifiable Learning

    Sep 9, 2026Zhirayr Hayrapetyan, Andrei Kalmykov, Denis Kokosinskii +2Finance DomainSupervised Fine-Tuning

  14. Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering

    Sep 9, 2026Zizhen Wang, Bo Feng, Zhengfeng Lai +5Video CaptioningVideos

  15. Benchmarking Hybrid Deep Research Across Database Querying and Web Search

    Sep 8, 2026Ruofan Wu, Peiran Xu, Xiaolong Li +9Deep ResearchMulti-Hop Question Answering Benchmarks

  16. When Models Defer to Wrong Answers: A Robustness Audit of Source-Attributed Cues in Multiple-Choice QA

    Sep 8, 2026Manikandan Ravikiran, Siddharth VohraMultiple-Choice QuestionsWrong

  17. IGT @ FinMMEval 2026 Task 2: Question-Type Prompting with Targeted Extraction for Multilingual Financial QA

    Sep 8, 2026Yuwen ChiuMultilingual Financial Question AnsweringFinance Domain

  18. LANTERN: Language Model Assessment on Noisy and Transformed Tasks for Understanding Error and Robustness Nuances

    Sep 7, 2026Vamsi Krishna Kodavali, Rituraj SinghWord Error RateMultiple-Choice Questions

  19. Enhancing Financial Question Answering: A Novel Benchmark Dataset of Banks' financial statements

    Sep 3, 2026Arianna Miola, Bruno Spaccavento, Lorenzo Silotto +2Finance DomainMulti-Hop Question Answering Benchmarks

  20. To What Extent Do Large Language Models Understand Bangla Idioms?

    Sep 3, 2026Mousumi Akter, Md. Faiyaz Abdullah Sayeedi, Nurul Labib Sayeedi +1Multilingual IdiomsMultilingual Large Language Models

  21. FairLens: Benchmarking Fairness in Vision-Language Models for High-Stakes Decision-Making

    Sep 1, 2026Vahid Reza Khazaie, Ahmed Y. Radwan, Shaina RazaLarge Vision Language ModelsLarge Language Model Bias

  22. CHARM: Character Hallucination for Multicultural Role Play Benchmark

    Sep 1, 2026Sunkyung Han, Nahyeon Park, Gaeun Seo +2CharacterizationHallucinations

  23. StateSwap: Probing Support-Elimination Hidden States in Multiple-Choice Questions

    Sep 1, 2026Chao Gao, Haijiang Liu, Qiyuan Li +3Multiple-Choice QuestionsHidden States

  24. Staged Linguistic Seeding: Grounded Query Expansion for Verified-Unit QA in AI Contact Centers

    Sep 1, 2026Hyeonseop Yoon, Jeong-Eun ParkVoice AgentsMulti-Hop Question Answering Benchmarks

  25. Improving Information Extraction with Learned Queries

    Aug 31, 2026Omar Sharif, Soroush Vosoughi, Nikhil SinghMulti-Hop Question Answering BenchmarksComplex Query Answering

  26. Auditing MCQA Benchmarks through Probability Landscapes

    Aug 31, 2026Minsoo Song, Chanjun ParkMultiple-Choice QuestionsProbability

  27. Check The Scoreboard: An Analysis of Scoring Schemes on Multiple-Choice Evaluation

    Aug 30, 2026Nishant Balepur, Paiheng Xu, Wei Ai +3Multiple-Choice QuestionsScoring

  28. XHotpotQA: A Benchmark for Cross-Lingual Knowledge Composition in Multi-Hop Question Answering

    Aug 23, 2026Iman Barati, Arash Ghafouri, Behrouz Minaei-BidgoliMulti-Hop Question Answering BenchmarksMulti-Hop Reasoning

  29. CLAIR-Fin: An Adversarial Multi-Agent Framework for Claim-Level Verification and Adaptive Debate in Cross-Modal Financial QA

    Aug 13, 2026Fatema Tuj Johora Faria, Mukaffi Bin Moin, Jubayer Al Mahmud +2Noisy Claim VerificationFinance Domain

  30. HybridRAG-BN: A Retrieval-Augmented Framework with Fine-Tuned Verification for Bangla KBQA

    Aug 13, 2026Rathijit Aich, Nirjhar Das, Mahfuzulhoq ChowdhuryBanglaMulti-Hop Question Answering Benchmarks

  31. BavGround: A Benchmark for Regional Cultural Grounding and Dialect Competence in Bavarian

    Aug 13, 2026Jophin John, Michael Hoffmann, Jan Fillies +2Multilingual BenchmarkDialects

  32. Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System

    Aug 12, 2026Haoyu Zhang, Shuoxun Zhang, Peng Ye +5Aerial DatasetUnmanned Aerial Vehicles

  33. REAP: Relation-Aware Elicitation and Parsing for Closed-Book Knowledge Base Construction from LLMs

    Aug 11, 2026Thanh-Dan Bui, Thanh-Trung Do, Tuan-Phong NguyenKnowledge GraphsRelation Extraction

  34. FADE: From Passive Verification to Active Discovery in Counterfactual Video Understanding

    Aug 11, 2026Fufangchen Zhao, Jinhu Fu, Jiachen Lei +3Video UnderstandingCounterfactual Reasoning

  35. ENTLORE: A Graph-Grounded Benchmark for Latent Organizational Reasoning in Enterprise Question Answering

    Aug 11, 2026Akrin Zheng, Alexander Wu, Alaia LiuCode Property GraphsMulti-Hop Question Answering Benchmarks

  36. Multimodal Item Parameter Estimation using Simulated Response Probabilitie

    Aug 10, 2026Christopher Ormerod, YoungKoung KimItem Response TheoryMultiple-Choice Questions

  37. SafeSceneReason: A Multimodal Reasoning Benchmark Connecting Industrial Hazards with Accident Knowledge

    Aug 10, 2026Yuanchi Zhu, Kang An, Tengyue Wang +11Multimodal Reasoning BenchmarksMultimodal Reasoning

  38. FinRank: An Evidence-Grounded Benchmark for Financial Question Answering and Retrieval over SEC Filings

    Aug 7, 2026Sasan Mansouri, Daniel Saad, Mark Wahrenburg +2Finance DomainMulti-Hop Question Answering Benchmarks

  39. Artificial Intelligence Can Match Domain Experts in Evidence Extraction and Critical Appraisal of Microbial Oncogenesis Research Publications

    Aug 7, 2026Kaela Kokkas, Hairong Wang, Richard Klein +11Systematic ReviewCancer Genome Atlas

  40. GPTKB 2.0: Browsing, Querying, and Auditing a Disambiguated LLM-Derived Knowledge Base

    Aug 7, 2026Yujia Hu, Tuan-Phong Nguyen, Simon RazniewskiKnowledge GraphsSparql

  41. NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering

    Aug 6, 2026Jonas Gann, Michael GertzHievi-RagMulti-Hop Question Answering Benchmarks

  42. PURPOSE: Poisoning Conflict Resolution in RAG via Proxy-Fact-Grounded Updates

    Aug 5, 2026Zijian Wang, Yubo Zhu, Muzhi Dong +7Data PoisoningKnowledge Conflicts

  43. Easy to Complete, Hard to Choose: Investigating LLM Performance on the ProverbIT Benchmark

    Aug 5, 2026Enrico Mensa, Lorenzo Zane, Calogero Jerik Scozzaro +3Large Language Model PerformanceFigurative Language

  44. MMLongBench-Doc-V2: A Corrected-Annotation, Semantics-Aware Revision of MMLongBench-Doc

    Aug 4, 2026Mingtian ZhangLongbenchMulti-Hop Question Answering Benchmarks

  45. Every Wrong Answer Counts: Option-Level Psychometrics for LLM Multiple-Choice Benchmarks

    Aug 3, 2026Xiao Fei, Yang Zhang, Sarah Almeida Carneiro +1PsychometricsMultiple-Choice Questions

  46. HALT: Verification-Aware Stopping for Retrieval-Augmented Search Agents

    Aug 3, 2026Daeyoung Roh, Donghee HanSearch AgentsAgentic Search

  47. Stuck on "A": Diagnosing and Repairing Interface Injury in Attention-to-KDA Linearization of a 0.6B Language Model

    Aug 3, 2026Ronglong BaoQwen3Quadratic Attention

  48. DocNavRAG: Document-Structured Graph RAG with Stateful Evidence Construction for Complex Document Question Answering

    Aug 3, 2026Dongyang Xie, Yao Tian, Hao Zhang +5Graph-Based Retrieval Augmented GenerationMulti-Hop Question Answering Benchmarks

  49. BEST-KAG: Enhancing Question Answering of Building Engineering Standards with Multimodal Knowledge Graph Modeling and Large Language Model

    Aug 2, 2026Jia-Rui Lin, Junxi Guo, Keyin Chen +1Knowledge Graph EmbeddingsEngineering

  50. Isotropy Cliffs: The Geometric Signature of Decision-Making in Large Language Models

    Aug 1, 2026Okan S. Coskun, Florian Rottach, Carsten Eickhoff +1Multiple-Choice QuestionsRepresentational Adaptation

  51. Exploiting Intrinsic Duality for Multi-Hop Question Generation

    Aug 1, 2026Maodong Li, Xinyue Kang, Yuanchen Shi +1Multi-Hop ReasoningQuestion-Answer Pairs

  52. Backtrader-Bench: Benchmarking LLM Agents on Algorithmic Trading with Self-Generated MCQs

    Jul 31, 2026Ruoxi Zhao, Maziar RaissiLarge Language Model AgentsMultiple-Choice Questions

  53. Reflection or Re-Generation? Why LLM Revision Fails Where Human Revision Succeeds

    Jul 31, 2026Yefan Tao, Gerald Friedland, Madhusudhanan Chandrasekaran +1ReflectionsIterative Self-Correction

  54. Same Evidence, Different Target: Decoding How Diagnostic Evidence Bears on Causal Questions from Language-Model States

    Jul 29, 2026Weiyi Kong, Zhuoran LiCausal ReasoningQuestion-Answer Pairs

  55. Detecting Knowledge Inconsistencies Across Text, Tables, and Knowledge Graphs

    Jul 28, 2026Fanfu Wei, Thibault Ehrhart, Raphaël TroncyKnowledge GraphsKnowledge Gaps

  56. EviBack: Search-Agent Reinforcement Learning via Evidence-Constrained Teacher Backoff

    Jul 27, 2026Xiao Ma, Zhiquan Hu, Yi Wei +5Agentic Reinforcement-Learning FrameworkMulti-Hop Question Answering Benchmarks

  57. Co-Evolving Graph and Text Memory for Training-Free Multi-Hop Question Answering

    Jul 25, 2026Hieu Man, Thien Huu NguyenGraph-Based Retrieval Augmented GenerationHierarchical Graph Memory

  58. MedJudgeRAG: Option-Wise Evidence Judgment with Dynamic Knowledge Graphs for Medical MCQA

    Jul 24, 2026Seongwon Seo, Seung Hwan Cho, Young-Min KimHievi-RagMulti-Hop Question Answering Benchmarks

  59. Data Quality over Capacity: Internalizing Documents into LoRA Adapters for Closed-Book QA

    Jul 23, 2026Joan Figuerola HurtadoLow-Rank Adaptation AdaptersLow-Rank Adaptation

  60. When Trivia Is Not Trivial: Everyday Knowledge Failures in Multilingual LLMs

    Jul 23, 2026Anna Mosolova, Djamé SeddahMultilingual BenchmarkMultilingual Large Language Models