| InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning | May 11, 2023 | 1 Image, 2*2 StitchingDiversity | CodeCode Available | 2 |
| Cache Me If You Can: How Many KVs Do You Need for Effective Long-Context LMs? | Jun 20, 2025 | Book summarizationLong-Context Understanding | CodeCode Available | 1 |
| DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference Acceleration | Jun 6, 2025 | Computational EfficiencyLanguage Modeling | CodeCode Available | 1 |
| Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression | May 26, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MiniLongBench: The Low-cost Long Context Understanding Benchmark for Large Language Models | May 26, 2025 | Data CompressionLong-Context Understanding | CodeCode Available | 1 |
| LiveLongBench: Tackling Long-Context Understanding for Spoken Texts from Live Streams | Apr 24, 2025 | Long-Context UnderstandingSpoken Language Understanding | CodeCode Available | 1 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| CURIE: Evaluating LLMs On Multitask Scientific Long Context Understanding and Reasoning | Mar 14, 2025 | Long-Context Understanding | CodeCode Available | 1 |
| Self-Taught Agentic Long Context Understanding | Feb 21, 2025 | Long-Context Understanding | CodeCode Available | 1 |
| BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models | Feb 11, 2025 | Code GenerationInstruction Following | CodeCode Available | 1 |
| RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios | Dec 12, 2024 | Logical ReasoningLong-Context Understanding | CodeCode Available | 1 |
| GATEAU: Selecting Influential Samples for Long Context Alignment | Oct 21, 2024 | Instruction FollowingLong-Context Understanding | CodeCode Available | 1 |
| BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression | Oct 20, 2024 | In-Context LearningLong-Context Understanding | CodeCode Available | 1 |
| L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? | Oct 3, 2024 | 8kDocument Summarization | CodeCode Available | 1 |
| Mixture of In-Context Experts Enhance LLMs' Long Context Awareness | Jun 28, 2024 | Long-Context Understanding | CodeCode Available | 1 |
| From Text to Pixel: Advancing Long-Context Understanding in MLLMs | May 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs | Apr 16, 2024 | Long-Context UnderstandingToken Reduction | CodeCode Available | 1 |
| Gemini: A Family of Highly Capable Multimodal Models | Dec 19, 2023 | 1 Image, 2*2 StitchingArithmetic Reasoning | CodeCode Available | 1 |
| Marathon: A Race Through the Realm of Long Context with Large Language Models | Dec 15, 2023 | Long-Context UnderstandingMultiple-choice | CodeCode Available | 1 |
| LooGLE: Can Long-Context Language Models Understand Long Contexts? | Nov 8, 2023 | In-Context LearningLong-Context Understanding | CodeCode Available | 1 |
| S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models | Oct 23, 2023 | Long-Context Understanding | CodeCode Available | 1 |
| Ref-Long: Benchmarking the Long-context Referencing Capability of Long-context Language Models | Jul 13, 2025 | AttributeBenchmarking | CodeCode Available | 0 |
| PaceLLM: Brain-Inspired Large Language Models for Long-Context Understanding | Jun 18, 2025 | Long-Context Understanding | —Unverified | 0 |
| MesaNet: Sequence Modeling by Locally Optimal Test-Time Training | Jun 5, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| ATLAS: Learning to Optimally Memorize the Context at Test Time | May 29, 2025 | Common Sense ReasoningLanguage Modeling | —Unverified | 0 |
