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8 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Video-Index: A Curated Meta-Benchmark for Video Understanding

    Oct 1, 2026Enxin Song, Yinuo Xu, Shusheng Yang +2Long-Video BenchmarksLong Videos

    University of Pennsylvania · New York University · Princeton University

  2. Evaluating the Evaluators: Diagnosing Large Multimodal Models for AI-Generated Image Assessment

    Sep 29, 2026Yu Zhao, Jiarui Wang, Huiyu Duan +5Modern Text-To-Image ModelsLarge Multimodal Models

    Shanghai Jiao Tong University · Dalian University of Technology

  3. Grounding Memory Summarization in Utility Intent

    Sep 27, 2026Zhenyu Lei, Mingjia Shi, Xingbo Fu +3Conversational MemorySummarization

    University of Virginia · Northeastern University

  4. Voice of Reason: Reinforcement Learning for Spoken Math

    Sep 16, 2026Timothée Weisselberger, Edouard Graves, Alexandre DéfossezSpeech Language ModelsMathematical Reasoning Benchmarks

    Kyutai Paris, France · Kyutai, Gradium Paris, France

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

    Sep 15, 2026Ali ŞenolAbstentionCommitment

    Department of Computer Engineering, Tarsus University, Tarsus, Türkiye

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

    Sep 14, 2026Xi Wang, Shijia Xu, Rongfeng GuoFactual RecallVisual Hallucinations

    Hefei Institutes of Physical Science, Chinese Academy of Sciences, China · University of Science and Technology of China, China · Chongqing University, China +1

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

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

    University of California, Berkeley · National Bureau of Economic Research (NBER)

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

    Sep 9, 2026Zhirayr Hayrapetyan, Andrei Kalmykov, Denis Kokosinskii +2Financial Question AnsweringPost-Training

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

    Sep 1, 2026Hyeonseop Yoon, Jeong-Eun ParkQuestion-Answer PairsQuestion-Answering Benchmarks

    Independent Researcher Seoul, South Korea

  10. Don't `Well, Actually' Me Unless You Know What You're Talking About: Weak Presupposition Verification Degrades General QA Performance

    Aug 6, 2026Shenran Wang, Vered Shwartz, Hila GonenQuestion-Answer PairsAssumptions

    Department of Computer Science, University of British Columbia · Vector Institute · CIFAR AI Chair +1

  11. Exploiting Intrinsic Duality for Multi-Hop Question Generation

    Aug 1, 2026Maodong Li, Xinyue Kang, Yuanchen Shi +1Multi-Hop ReasoningFaithful Question Generation

    School of Computer Science and Technology, Soochow University, China · Jiangsu Key Lab of Language Computing, Suzhou 215123, China

  12. Evaluating Large Language Models on Misconceptions in Multi-Turn Medical Conversations

    Jul 14, 2026Monica Munnangi, Saiph SavageStudent MisconceptionsLarge Language Models Fail

    Khoury College of Computer Sciences Northeastern University

  13. ResearchQA: Benchmarking Citation-Grounded Question-Answering on Scientific Papers

    Jul 13, 2026Saba Imran, Debanjum Singh SolankyCitationsScholar Information Database

    Khoj Inc.

  14. From Voting to Agent Collaboration: Answer-Type-Aware LLM Pipelines for BioASQ 14b

    Jul 7, 2026Taeyun Roh, Eunha Lee, Wonjune Jang +3Biomedical TextQuestion-Answer Pairs

    Department of Computer Science and Engineering, Korea University, Seoul, 02841, Republic of Korea · Department of Mathematics, Myongji University, Yongin, 17058, Republic of Korea · 3AIGEN Sciences, Seoul, 04778, Republic of Korea

  15. LuxSQA: Ask Me in Luxembourgish with TTS-Augmented Spoken Question Answering

    Jul 2, 2026Nina Hosseini-Kivanani, Marco Matassoni, Alessio BruttiQuestion-Answer PairsLuxembourgish

    Radio Télévisioun Lëtzebuerg (RTL) · University of Luxembourg · Fondazione Bruno Kessler (FBK)

  16. EgoSAT: A Comprehensive Benchmark of Egocentric Streaming Interaction Understanding

    Jun 23, 2026Yijia Lei, Jinzhao Li, Yichi Zhang +3Egocentric VideoQuestion-Answer Pairs

    College of AI, Tsinghua University · University of Wisconsin–Madison

  17. AdaMem: Learning What to Remember with Adaptive Memory Policies for Personalized Agents

    Jun 19, 2026Xingyu Chen, Rui Wang, Zhaopeng Tu +1Long-Horizon Task PlanningQuestion-Answer Pairs

    Shanghai Jiao Tong University, Tencent · Shanghai Jiao Tong University · Tencent

  18. Training LLMs with Reinforcement Learning over Digital Twin Representations for Reasoning-Intensive Surgical VideoQA

    Jun 15, 2026Yiqing Shen, Han Zhang, Mathias UnberathSurgical VideosQuestion-Answer Pairs

    Johns Hopkins University, Baltimore, MD, USA

  19. Context-Aware RL for Agentic and Multimodal LLMs

    Jun 15, 2026Peiyang Xu, Bangzheng Li, Sijia Liu +4Multimodal Large Language ModelsMultimodal Reasoning

    1Princeton University · 2UC Davis

  20. EHRNote-ChatQA: A Benchmark for Evidence-Grounded Multi-Turn Clinical Question Answering over Longitudinal Discharge Summaries

    Jun 14, 2026Jiyoun Kim, Muhan Yeo, Eunhye Jang +14Question-Answer Pairs

    KAIST · Seoul National University · Seoul National University Bundang Hospital +9

  21. S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents

    Jun 13, 2026Yao Dong, Xinglin Xiao, Liwei Dong +5Deep ResearchLong-Horizon Agents

    XScience Lab · Wenge AI

  22. Personal AI Agent for Camera Roll VQA

    Jun 3, 2026Thao Nguyen, Krishna Kumar Singh, Donghyun Kim +2Visual MemoryQuestion-Answer Pairs

    University of Wisconsin-Madison · Adobe Research · Korea University

  23. Ryze: Evidence-Enriched Data Synthesis from Biomedical Papers

    May 30, 2026Yeqi Huang, Yue Chen, Yanwei Ye +2Biomedical TextQwen3

    University of Edinburgh, United Kingdom

  24. SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering

    May 30, 2026Qiming Shi, Zhaolu Kang, Yunfan Zhou +2Question-Answer Pairs

    State Key Lab of CAD&CG, Zhejiang University · School of Software and Microelectronics, Peking University · School of Software Technology, Zhejiang University

  25. MechVQA: Benchmarking and Enhancing Multimodal LLMs on Comprehensive Mechanical Drawing Understanding

    May 29, 2026Qian Kou, Xiaofeng Shi, Yulin Li +4Visual ReasoningMultimodal Large Language Models

    Beijing Academy of Artificial Intelligence (BAAI), China · Institute of Information Engineering, Chinese Academy of Sciences, China · Beijing University of Technology, China

  26. AMNESIA: A Large Scale Medical Unlearning Benchmark Suite with Disease-Informed Analysis

    May 28, 2026Saeedeh Davoudi, Reihaneh Iranmanesh, Ophir Frieder +1Unlearning MethodExact Unlearning

    1IR Lab, Computer Science Department, Georgetown University, Washington D.C.

  27. Brain-IT-VQA: From Brain Signals to Answers

    May 28, 2026Roman Beliy, Matias Cosarinsky, Oliver Heinimann +2Functional Magnetic Resonance ImagingTextvqa

    Weizmann Institute of Science

  28. IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams

    May 26, 2026Jinzhao Li, Yinuo Chen, Wenxuan Song +5ProactiveMultimodal Large Language Models

    College of AI, Tsinghua University · 2ByteDance

  29. TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering

    May 23, 2026Liying Han, Kang Yang, Oliver Wang +9Temporal ReasoningSkills

    University of California, Los Angeles · Samsung Research America · Carnegie Mellon University +2

  30. ARES: Automated Rubric Synthesis for Scalable LLM Reinforcement Learning

    May 22, 2026Xiaoyuan Li, Keqin Bao, Moxin Li +5Large Language Model Reinforcement LearningQuestion-Answer Pairs

    University of Science and Technology of China · Alibaba Group · National University of Singapore

  31. NeuroQA: A Large-Scale Image-Grounded Benchmark for 3D Brain MRI Understanding

    May 19, 2026Mohammad H. Abbasi, Favour Nerrise, Shaurnav Ghosh +12Medical Visual Question AnsweringMagnetic Resonance Imaging

    Stanford University · 1Stanford University, Stanford, CA, USA

  32. Training LLMs with Reinforcement Learning for Intent-Aware Personalized Question Answering

    May 12, 2026Maryam Amirizaniani, Benjamin Charles Germain Lee, Jevin West +1Large Language Model PersonalizationQuestion-Answer Pairs

    University of Washington, Seattle, WA, USA

  33. How Should LLMs Listen While Speaking? A Study of User-Stream Routing in Full-Duplex Spoken Dialogue

    May 11, 2026Hui Lu, Xueyuan Chen, Huimeng Wang +4Full-Duplex Speech ModelsDialogue

    The Chinese University of Hong Kong · Tsinghua University · SenseTime Research

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

    May 6, 2026Mikhail L. Arbuzov, Sisong Bei, Ziwei Dong +2RewriteData Compression Methods

    Independent Researcher · Palo Alto Networks

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

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

    Computational Linguistics at Concordia (CLaC) Lab · Dept. of Computer Science and Software Engineering · Concordia University, Montréal, Québec, Canada

  36. HealthNLP_Retrievers at ArchEHR-QA 2026: Cascaded LLM Pipeline for Grounded Clinical Question Answering

    Apr 29, 2026Md Biplob Hosen, Md Alomgeer Hussein, Md Akmol Masud +3Electronic Health RecordsClinical Reasoning Training

    University of Maryland Baltimore County, Baltimore, MD, USA · 2Jahangirnagar University, Savar, Dhaka, Bangladesh

  37. 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

    Arizona State University · University of Maryland · IIITDM +1

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

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

    Cigna Group Evernorth Health Services Austin, Texas, USA · dept. of Information Science University of North Texas Denton, Texas, USA · dept. of Data Science University of North Texas Denton, Texas, USA

  39. Can MLLMs "Read" What is Missing?

    Apr 23, 2026Jindi Guo, Chaozheng Huang, Xi FangMultimodal Large Language ModelsQuestion-Answer Pairs

    DP Technology

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

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

    Manning College of Information & Computer Sciences, University of Massachusetts Amherst · Institute for the Study of the Ancient World, New York University

  41. Structure Guided Retrieval-Augmented Generation for Factual Queries

    Apr 21, 2026Miao Xie, Xiao Zhang, Yi Li +1Question-Answer PairsQueries

    College of Information and Electrical Engineering, China Agricultural University, China · College of Computing and Data Science, Nanyang Technological University, Singapore · Key Laboratory of Agricultural Informatization Standardization, Ministry of Agriculture and Rural Affairs, China

  42. Evaluating Hallucinations in Domain-Adapted Large Language Models

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

    College of Computing Georgia Institute of Technology Atlanta, GA 30318, USA

  43. BAGEL: Benchmarking Animal Knowledge Expertise in Language Models

    Apr 17, 2026Jiacheng Shen, Masato Hagiwara, Milad Alizadeh +9SpeciesReasoning Benchmark

    2NYU Center for Data Science; NYU Shanghai · 1Earth Species Project · 3NYU Shanghai Center for Data Science; NYU-ECNU Institute of Mathematical Sciences at NYU Shanghai

  44. SpatialMosaic: A Multiview VLM Dataset for Partial Visibility

    Dec 29, 2025Kanghee Lee, Jungi Hong, Sion Lee +4Multimodal Large Language ModelsVisibility

    Seoul National University · Kyung Hee University · University College London +1

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

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

    University of Southern California

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

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

    Pohang University of Science and Technology, Pohang-si, South Korea · The University of Melbourne, Melbourne, Australia · The University of Western Australia, Perth, Australia

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

    Apr 10, 2025Sher Badshah, Ali Emami, Hassan SajjadLarge Language Model EvaluationQuestion-Answering Benchmarks

    Dalhousie University · Emory University

  48. QDA-SQL: Questions Enhanced Dialogue Augmentation for Multi-Turn Text-to-SQL

    Jun 15, 2024Yinggang Sun, Ziming Guo, Haining Yu +5Text-To-SqlQuestion-Answer Pairs

    School of Cyberspace Science · Harbin Institute of Technology · Harbin, China +4