Information Gap

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Information Gap.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Information Gap.

69 papers

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  1. IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications

    Sep 9, 2026Yiling Ma, Yilun Zhao, Sihong Wu +2ReproducibilitySpecification

  2. Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints

    Sep 3, 2026Haoyaun Zhu, Jie ZhangJudgesMeasures

  3. Knowledge Acquisition During Pre-training? Large Language Models Learn Better With Auxiliary Views

    Sep 3, 2026Joseph Lee, Yidi Huang, Dokyoon Kim +2Large Language Model Post-TrainingInformation Gap

  4. CulturalMenuBench: Probing the Knowledge-Application Gap in Multimodal Culinary Reasoning

    Sep 3, 2026Bo Zeng, Linfeng Gao, Peiqin Lin +9Non-Destructive Frying Oil Oxidation AssessmentCultural Alignment

  5. Large Language Models Can Follow Instructions, But Not Many at Once: Phase Transitions in Compositional Constraint Satisfaction

    Aug 12, 2026Mariya I. VasilevaLarge Language Models FailConstraint Satisfaction

  6. VeriForge: Mitigating Latent Knowledge Gaps in Narrative Drafting via Mixed-Initiative Scaffolding

    Aug 10, 2026Ruqi Sun, Jiaping Li, Wenhui Tao +4Ai-Assisted WritingWriting

  7. NOLLI: A Difficulty-Calibrated Puzzle Benchmark for Diagnosing the English-Korean Performance Gap

    Aug 5, 2026Dasol Choi, Joonyong Park, Daegon Yu +3KoreanInformation Gap

  8. From SQL Errors to Concept Gaps: An AI-Powered Knowledge Graph Analytics Platform for Personalized Feedback

    Aug 4, 2026Abdulrahman AlRabah, Weijian Zhou, Xing Gao +1Knowledge GraphsInformation Gap

  9. Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents

    Aug 3, 2026Qi Liu, Jiaxin Mao, Fengbin Zhu +1Search AgentsLong-Horizon Agents

  10. MemeBench: What LVLMs Miss When Interpreting Culture-Dependent Memes

    Jul 30, 2026Weihang Wang, Kainan Tu, Jielei Zhang +9MemesHuman Annotations

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

    Jul 28, 2026Fanfu Wei, Thibault Ehrhart, Raphaël TroncyKnowledge GraphsMultimodal Fact-Checking

  12. From Execution to Capability: Scientific Experience Consolidation via Procedural Knowledge Synthesis

    Jul 27, 2026Liwei Dong, Jiahao Zhao, Nan XuScientific DiscoveryProblem Solving Capability

  13. Towards Trustworthy and Cost-Efficient Data Integration: From Naïve RAG to Agentic RAG

    Jul 24, 2026Chuangtao Ma, Arijit KhanIntegrationRetrieval-Augmented Generation

  14. Certified in Theory, Broken in Practice: Assumption Gaps in Cryptographic Model Certification

    Jul 23, 2026Carter Luck, Olive Franzese-McLaughlin, Elisaweta Masserova +3Algorithm AuditingModel Evaluation

  15. Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models

    Jul 22, 2026Yurong Liu, Yeye He, Haoyu Dong +4MissingnessPredictive Performance

  16. The Knowing-Saying Gap: When Probes See Errors that Confidence Misses

    Jul 21, 2026Jyotin Goel, Ipshita Bandyopadhyay, Justin ShenkErrorsInformation Gap

  17. Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration

    Jul 20, 2026Jie HuCollaborationInformation Gap

  18. Bridging the Information Gap: Semantic Densification and Hindsight Distillation for Cold-Start Prediction

    Jul 19, 2026Hao Duong Le, Yifei Gao, Huan Li +4Cold-StartSemantic Gap

  19. The Information Shadow: Measuring Structural Limits on What Language Models Can Learn

    Jul 17, 2026Priyansh Srivastava, Romit ChatterjeeFundamental LimitsInformation Gap

  20. STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle

    Jul 15, 2026Sagar Deb, Ashwanth KrishnanLarge Language Model AgentsInformation Gap

  21. AutoTrace: From Patches to Triggers via Agentic Interprocedural Exploration

    Jul 13, 2026Arastoo Zibaeirad, Marco Vieira, Thomas ZimmermannVulnerability Detection & RepairAgentic Discovery

  22. Bridging the Catalog-to-Real Gap: Scalable Product Recognition via Multi-Stage Contrastive Learning

    Jul 10, 2026Anyi Zhang, Joy Mazumder, Kiril LomakinProductsComposed Image Retrieval

  23. Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem

    Jul 10, 2026Amit Peleg, Naman Deep Singh, Naama Pearl +2Large Language Model UnlearningMachine Unlearning

  24. Towards Mechanistically Understanding Why Memorized Knowledge Fails to Generalize in Large Language Model Finetuning

    Jul 9, 2026Lu Dai, Ziyang Rao, Yili Wang +3MemorizationInformation Gap

  25. Progressive Disclosure for LLM-Maintained Wiki Knowledge Bases: a Preregistered Ablation

    Jul 6, 2026Theodore O. CochranWikipediaProgressive Disclosure

  26. SoK: AI Secure Code Generation: Progress, Pitfalls, and Paths Forward

    Jun 23, 2026Rupam Patir, Keyan Guo, Haipeng Cai +1AI Code GenerationGenerative Artificial Intelligence

  27. Exposing the Illusion of Erasure in Knowledge Editing for LLMs

    Jun 22, 2026Advik Raj Basani, Anshuman ChhabraMultimodal Knowledge EditingConcept Erasure

  28. RS-Gen: A Multi-Stage Agentic Framework for Reasoning and Search-Augmented Image Generation

    Jun 22, 2026Feifei Bian, Zhimin Zheng, Wei Deng +2High-Performance Image Generation ModelsAi-Generated Images

  29. LLM Doesn't Know What It Doesn't Know: Detecting Epistemic Blind Spots via Cross-Model Attribution Divergence on Clinical Tabular Data

    Jun 17, 2026Akshat Dasula, Prasanna Desikan, Jaideep SrivastavaLarge Language Model ReliabilityEpistemic States

  30. When Correct Edges Cannot Be Verified: A Provenance Gap in Incomplete KGQA and a Provenance-Favoring Completion Policy

    Jun 14, 2026Yongqi Kang, Yu Fu, Yong ZhaoKnowledge Graph CompletionKnowledge Graphs

  31. Information Gap and Feasibility-Aware Inference in Binomial Logistic Mixtures

    Jun 14, 2026Yuta Hayashida, Shonosuke SugasawaMixture ModelsFinite-Sample

  32. CalBrief: A Pilot Diagnostic Benchmark for Evidence-Calibrated Scientific Briefing with Large Language Models

    Jun 11, 2026Yu Fu, Yongqi Kang, Yong ZhaoEvidence-Grounded ReasoningLarge Language Model Baselines

  33. Detecting Knowledge Gaps from Conversational AI Interactions Using Curriculum Prerequisite Graphs

    Jun 9, 2026Youssef Medhat, Junsoo Park, Ploy Thajchayapong +1Information GapCurriculum

  34. In Defense of Information Leakage in Concept-based Models

    Jun 9, 2026Mateo Espinosa ZarlengaClass-Incremental Concept Bottleneck ModelData Leakage

  35. Generalized Rank-based Evaluation for Knowledge Graph Completion: Perspectives, Framework, and Analyses

    Jun 8, 2026Sooho Moon, Jian Kang, Yunyong KoKnowledge Graph CompletionInformation Gap

  36. Calibration of Structured Ignorance Certificates for Diagnosing Unknown Unknowns in Reasoning Models

    Jun 7, 2026Subramanyam SahooLarge Language Model UncertaintyInformation Gap

  37. Streaming Knowledge Compilation: Proactive Materiality-Scored Pinning for Time-Evolving LLM Wikis

    Jun 3, 2026Juan M. HuertaWikipediaLarge Language Model Memory

  38. Diagnosing Knowledge Gaps in LLM Tool Use: An Agentic Benchmark for Novel API Acquisition

    Jun 2, 2026Jinnuo Liu, Yue Peng, Jinhan Niu +1Large Language Model CallsAI Code Generation

  39. Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification

    Jun 1, 2026Sunisth Kumar, Xanh Ho, Tim Schopf +3ChartVisual Evidence

  40. Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization

    Jun 1, 2026Haoben Huang, Shuxin Liu, Ou Wu +1Multimodal Knowledge EditingTransferable Knowledge

  41. SpatialAct: Probing Spatial Reasoning-to-Action Capabilities of VLM Agents in 3D Scenes

    May 29, 2026Tianhui Liu, Jie Feng, Zhiheng Zheng +6Spatial ReasoningRecent Vision-Language Models

  42. ActTraitBench: Quantifying the Knowledge-Decision Gap in Large Language Models via Human-Grounded Behavioral Validation

    May 28, 2026Yutong Yang, Chenxi Miao, Weikang Li +1Information Gap

  43. The Future of Facts: Tracing the Factual Generation-Verification Gap

    May 26, 2026Tim R. Davidson, Anja Surina, Caglar GulcehreFactsInformation Gap

  44. WhenLoss: Diagnosing Write and Retrieval Bottlenecks in Long-Context Memory Systems

    May 23, 2026Jiangnan Yu, Kisson Songqi Lin, Jilong WuBiological MemoryRetrieval Benchmarks

  45. Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation

    May 22, 2026Will Jack, Noah Lehman, Keller Maloney +1Brand PairsInformation Gap

  46. Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables

    May 19, 2026Chen ShenTableCitations

  47. BLINKG: A Benchmark for LLM-Integrated Knowledge Graph Generation

    May 19, 2026Carla Castedo, Enrique Iglesias, Manuel Lama +3Human-Curated BenchmarkInformation Gap

  48. Reasoning Can Be Restored by Correcting a Few Decision Tokens

    May 16, 2026Changshuo Shen, Leheng Sheng, Yuxin Chen +2Large Reasoning ModelsInformation Gap

  49. Enhancing Metacognitive AI: Knowledge-Graph Population with Graph-Theoretic LLM Enrichment

    May 15, 2026Deniz Askin, Gal Hadar, Brendan Conway-SmithKnowledge GraphsMetacognition

  50. Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use

    May 13, 2026Yize Cheng, Chenrui Fan, Mahdi JafariRaviz +2Large Language Model CallsInformation Gap

  51. NOVA: Fundamental Limits of Knowledge Discovery Through AI

    May 12, 2026Salman Avestimehr, Ken Duffy, Muriel MédardAgentic DiscoveryArtificial Intelligence Systems

  52. Pseudo-Deliberation in Language Models: When Reasoning Fails to Align Values and Actions

    May 11, 2026Sushrita Rakshit, Hanwen Zhang, Hua ShenDeliberationInformation Gap

  53. LLMs are not (consistently) Bayesian: Quantifying internal (in)consistencies of LLMs' probabilistic beliefs

    May 7, 2026Chacha Chen, Matthew Jörke, Adam Goliński +4Bayesian Inference ApproachesReasoning Errors

  54. Reliable AI Needs to Externalize Implicit Knowledge: A Human-AI Collaboration Perspective

    May 3, 2026Hengyu Liu, Tianyi Li, Zhihong Cui +5Human-Ai CollaborationInformation Gap

  55. The Compliance Gap: Why AI Systems Promise to Follow Process Instructions but Don't

    May 3, 2026Kwan Soo ShinComplianceArtificial Intelligence Systems

  56. From Awareness to Action: Understanding and Overcoming the Research-Practice Gap in Algorithmic Fairness for Public Health

    May 2, 2026Sara Altamirano, Tijs Portegies, Sennay GhebreabFairnessInformation Gap

  57. Diagnosing Capability Gaps in Fine-Tuning Data

    Apr 30, 2026Saeid Asgari Taghanaki, Rakshanda Agarwal, Bruce Sun +10Large Language Model Fine-TuningInformation Gap

  58. Can Current Agents Close the Discovery-to-Application Gap? A Case Study in Minecraft

    Apr 27, 2026Zhou Ziheng, Huacong Tang, Jinyuan Zhang +9Artificial Intelligence ScientistsAgentic Discovery

  59. Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora

    Apr 27, 2026Chenkai Pan, Xinglong Xu, Yuhang Xu +6Training DataCorpus

  60. IGADA-IoT: IoT Sensor Energy Optimization in Wireless Sensor Networks Driven by Automatic Data Augmentation

    Apr 22, 2026Mingchun Sun, Rongqiang Zhao, Muhammad Abdul Munnaf +1Internet Of ThingData Augmentation