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Efficient Long-Context InferenceContext Length

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Period ending 2026-09-14

6 new papers

A weekly snapshot of new work published in Longbench.

Period ending 2026-09-07

4 new papers

A weekly snapshot of new work published in Longbench.

60 papers

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  1. CMNIE: An Information Extraction Benchmark for Chinese Military News

    Sep 11, 2026Yan Yu, Mengna Zhu, Zhenyu Song +3Relation ExtractionHeadlines

  2. PRAGMA: Evaluating Personalized Guidance with Memory Alignment in Lifelong Conversations

    Sep 10, 2026Hyojeong Yu, Hyukhun Koh, Minsung Kim +2Long-Term Conversational MemoryConversational Benchmarks

  3. KVShareArena: KV-Cache Reuse Across Contexts and Model Checkpoints

    Sep 9, 2026Xi Shi, Qian LouKv-Cache BlocksLongbench

  4. Polish ModernBERT: The Long and Short of Polish Language Understanding

    Sep 1, 2026Michał Perełkiewicz, Sławomir Dadas, Rafał Poświata +1ModernbertLongbench

  5. A Universal Context-Reuse Layer for Cross-Model KV Sharing

    Aug 31, 2026Yi Li, Dongming Jiang, Yi Zhao +1Kv-Cache BlocksKey-Value

  6. TwinKV: A Composable Repair Pass for KV Cache Eviction via Pairwise Key Redundancy

    Aug 27, 2026Hong Chen, Yudong Zeng, Yongwei Huang +4Key-Value Cache EvictionCache

  7. MRBench: A Comprehensive Benchmark for Human Motion-Text Retrieval

    Aug 8, 2026Fulong Liu, Liang Xu, Chengqun Yang +3Text-To-Motion GenerationHuman-Annotated Benchmark

  8. TongGuOCR: A Layout-Aware and Token-Augmented OCR MLLM for Chinese Historical Documents

    Aug 8, 2026Zhongheng Zhou, Yi Sun, Huiguo He +6Optical Character RecognitionLongbench

  9. Relevant but Incomplete: Referential Dangling as a Paradigm-Level Failure Mode in Hard Prompt Compression

    Aug 5, 2026Zhengpei Hu, Kai Li, Dapeng Fu +5LongbenchContext Compression

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

    Aug 4, 2026Mingtian ZhangLongbenchMulti-Hop Question Answering Benchmarks

  11. DocTrace: Towards Traceable Long Document VQA via Hierarchical Evidence Graph Reasoning

    Aug 4, 2026Le Xiang, Zhicheng Guan, Hong Chen +5Knowledge-Based Visual Question AnsweringLongbench

  12. Zero-Mem: Zero-Token Memory Operations for LLM Agents

    Jul 31, 2026Yilin Xiao, Zhehan Zhu, Yujing Zhang +8Long-Term Conversational MemoryLongbench

  13. SciFigQual-Bench: A Benchmark for Scientific Figure Quality Assessment with Full-Manuscript Context

    Jul 29, 2026Zihan Deng, Chuanzhi Xu, Huiqi Liang +3Image Quality AssessmentScientific Discovery

  14. ForgetBench: Benchmarking Forgetting Dynamics of Long-Term Parametric Memory in Language Models

    Jul 29, 2026Ruxi Gu, Zhenliang Zhang, Wei WangLarge Language Model MemoryCatastrophic Forgetting

  15. DocAtlas: Long-Document Understanding as Mutable-State Interaction

    Jul 21, 2026Hongchen Wei, Yuanzhe Wang, Bei Liu +8Multimodal DocumentsLongbench

  16. XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding

    Jul 21, 2026Hongchen Wei, Yuanzhe Wang, Bei Liu +9LongbenchSpreadsheets

  17. C^2KV: Compressed and Composable KV Cache Reuse for Efficient LLM Inference

    Jul 20, 2026Chuheng Du, Junyi Chen, Hanlin Tang +7Key-Value CacheEfficient Long-Context Inference

  18. OvisOCR2 Technical Report

    Jul 15, 2026Shiyin Lu, Yinglun Li, Yu Xia +10Deepseek-OcrVisual Document Retrieval

  19. Tool-Adaptive LLM Reranker

    Jul 12, 2026Zichuan Liu, Ruijin HuaRerankingLongbench

  20. SynthDocBench: Controlled Benchmark for Long-Context Visual Document Understanding

    Jul 11, 2026Abhigya Verma, Khyati Mahajan, Amit Kumar Saha +4Visual Document RetrievalLongbench

  21. COBS: Cumulant Order Block Sparse Attention

    Jul 10, 2026Alexander Tian, Aditya Ghai, Sanjit Neelam +2Dynamic Sparse AttentionLongbench

  22. Understanding Axes of Difficulty For Long Context Tasks Via PredicateLongBench

    Jul 9, 2026Siddhartha Jain, Ameya VelingkerContext LengthLongbench

  23. Uncertainty-gated selection for block-sparse attention

    Jul 4, 2026Thomas RossiEfficient Long-Context InferenceLongbench

  24. MosaicKV: Serving Long-Context LLM with Dynamic Two-D KV Cache Compression

    Jul 1, 2026Sheng Qiang, Ruiwei Chen, Yinpeng Wu +5Key-Value Cache CompressionEfficient Long-Context Inference

  25. Database Context Compression for Text-to-SQL on Real-World Large Databases

    Jun 26, 2026Jingwen Liu, Weibin Liao, Xin Gao +2Text-To-SqlLongbench

  26. Mitigating Position Bias in Transformers via Layer-Specific Positional Embedding Scaling

    Jun 26, 2026Changze Lv, Zhenghua Wang, Yiran Ding +9Rotary Position EmbeddingTransformer Architectures

  27. CompressKV: Semantic-Retrieval-Guided KV-Cache Compression for Resource-Efficient Long-Context LLM Inference

    Jun 23, 2026Xiaolin Lin, Jingcun Wang, Olga Kondrateva +3Key-Value Cache CompressionLLM Inference Efficiency

  28. EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory

    Jun 19, 2026Chang Nie, Chaoyou Fu, Junlan Feng +1Efficient Long-Context InferenceMemory-Augmented Large Language Models

  29. LEDGER: Scaling Agentic Document Editing with Dependency-aware Graph Retrieval

    Jun 19, 2026Mike Hang Wang, Utkarsh Garg, Reza Davari +5Graph-Based RetrievalLongbench

  30. Rescaling MLM-Head for Neural Sparse Retrieval

    Jun 17, 2026Youngjoon Jang, Seongtae Hong, Jonah Turner +1Retrieval LayerLarge Language Model Backbones

  31. MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval

    Jun 16, 2026Amirhossein Abaskohi, Raymond Li, Gaetano Cimino +3LongbenchChunk

  32. MAGE-RAG: Multigranular Adaptive Graph Evidence for Agentic Multimodal RAG in Long-Document QA

    Jun 14, 2026Yilong Zuo, Xunkai Li, Jing Yuan +3Multi-Source Retrieval-Augmented GenerationHievi-Rag

  33. Decentralized Multi-Agent Systems with Shared Context

    Jun 9, 2026Yuzhen Mao, Azalia MirhoseiniMulti-Agent SystemsTest-Time Scaling

  34. POTATR: A Lightweight Image-to-Graph Model for Page-Level Table Extraction

    Jun 8, 2026Brandon Smock, Libin Liang, Max Sokolov +4Deepseek-OcrVisual Document Retrieval

  35. AbstRAG: Learning to Abstract for Retrieval Problems

    Jun 8, 2026Lei Xu, Xin Quan, Daniel Pedronette +1LongbenchAbstraction

  36. Segment-level Tree Search for Long Meeting Document Summarization

    Jun 7, 2026Sangwon Ryu, Heejin Do, Jun Seo +4SummarizationLongbench

  37. MMLongEmbed: Benchmarking Multimodal Embedding Models in Long-Context Scenarios

    Jun 5, 2026Haitian Wang, Ruoxi Sun, Quantong Qiu +5Multimodal EmbeddingsMultimodal Memory

  38. DocRetriever: A Plug-and-Play Framework for Multimodal Document Retrieval with Comprehensive Benchmark

    May 28, 2026Ruofan Hu, Menghui Zhu, Jieming Zhu +8Multimodal RetrievalMultimodal Documents

  39. Can Retrieval Heads See Images? Multimodal Retrieval Heads in Long-Context Vision-Language Models

    May 26, 2026Aaron Branson Cigres Li, Zhaowei Wang, Yu Zhao +9Multimodal RetrievalLarge Vision Language Models

  40. Benchmarking Google Embeddings 2 against Open-Source Models for Multilingual Dense Retrieval and RAG Systems

    May 22, 2026Stefano Cirillo, Domenico Desiato, Giuseppe Polese +1Global EmbeddingsLongbench

  41. FastTab: A Fast Table Recognizer with a Tiny Recursive Module and 1D Transformers

    May 21, 2026Laziz Hamdi, Amine Tamasna, Pascal Boisson +1Transformer EncoderStructure-Aware

  42. When Cases Get Rare: A Retrieval Benchmark for Off-Guideline Clinical Question Answering

    May 20, 2026Doeun Lee, Muge Zhang, Yi Yu +11Clinical ReasoningMulti-Hop Question Answering Benchmarks

  43. Models Can Model, But Can't Bind: Structured Grounding in Text-to-Optimization

    May 20, 2026Zhiqi Gao, Albert Ge, Alexander Berenbeim +2Supervised Fine-TuningLongbench

  44. MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks

    May 20, 2026Junhao Ruan, Abudukeyumu Abudula, Bei Li +8Retrieval-Augmented Generation SystemsConversational Benchmarks

  45. LongBEL: Long-Context and Document-Consistent Biomedical Entity Linking

    May 13, 2026Adam Remaki, Xavier Tannier, Christel GérardinMedical OntologyLongbench

  46. GRC: Unifying Reasoning-Driven Generation, Retrieval and Compression

    May 9, 2026Zhongtao Miao, Qiyu Wu, Yoshimasa TsuruokaMemory-Augmented Large Language ModelsLongbench

  47. LAQuant: A Simple Overhead-free Large Reasoning Model Quantization by Layer-wise Lookahead Loss

    May 9, 2026Euntae Choi, Sumin Song, Sungjoo YooLarge Language Model QuantizationExtreme Low-Bit Quantization

  48. Reformulating KV Cache Eviction Problem for Long-Context LLM Inference

    May 8, 2026Tho Mai, Joo-Young KimKey-Value Cache EvictionKey-Value Cache

  49. When Does Value-Aware KV Eviction Help? A Fixed-Contract Diagnostic for Non-Monotone Cache Compression

    May 7, 2026Ruijie Zhang, Haozhe Liang, Da Chang +4Key-Value Cache EvictionKey-Value Cache Compression

  50. MEMAUDIT: An Exact Package-Oracle Evaluation Protocol for Budgeted Long-Term LLM Memory Writing

    May 4, 2026Nishant Bhargava, Rodrigo Sobral BarrentoLong-Term MemoryLongbench

  51. Structure-Aware Chunking for Tabular Data in Retrieval-Augmented Generation

    May 1, 2026Pooja Guttal, Varun Magotra, Vasudeva Mahavishnu +3ChunkTabular Data

  52. EngramaBench: Evaluating Long-Term Conversational Memory with Structured Graph Retrieval

    Apr 23, 2026Julian AcunaLong-Term Conversational MemoryLongbench

  53. Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences

    Apr 22, 2026Neehal Tumma, Noel Loo, Daniela RusRecurrent ModelSequence Modeling

  54. ATIR: Towards Audio-Text Interleaved Contextual Retrieval

    Apr 22, 2026Tong Zhao, Chenghao Zhang, Yutao Zhu +1Audio RepresentationMultimodal Retrieval

  55. LKV: End-to-End Learning of Head-wise Budgets and Token Selection for LLM KV Cache Eviction

    Apr 22, 2026Enshuai Zhou, Yifan Hao, Chao Wang +7Key-Value Cache CompressionLarge Language Model Compression

  56. LongBench: Evaluating Robotic Manipulation Policies on Real-World Long-Horizon Tasks

    Apr 18, 2026Xueyao Chen, Jingkai Jia, Tong Yang +3Robotic Manipulation PoliciesLong-Horizon Planning

  57. Internalized Reasoning for Long-Context Visual Document Understanding

    Mar 31, 2026Austin VeselkaVisual Document RetrievalLongbench

  58. LMEB: Long-horizon Memory Embedding Benchmark

    Mar 13, 2026Xinping Zhao, Xinshuo Hu, Jiaxin Xu +9Large Language Model MemoryLongbench

  59. TS-Haystack: A Multi-Task Retrieval Benchmark for Long-Context Time-Series Reasoning

    Feb 15, 2026Nicolas Zumarraga, Thomas Kaar, Ning Wang +12LongbenchTime Series

  60. Relational Linearity is a Predictor of Hallucinations

    Jan 16, 2026Yuetian Lu, Yihong Liu, Sebastian Gerstner +3HallucinationsRelational