| Ref-Long: Benchmarking the Long-context Referencing Capability of Long-context Language Models | Jul 13, 2025 | AttributeBenchmarking | CodeCode Available | 0 |
| 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 |
| PaceLLM: Brain-Inspired Large Language Models for Long-Context Understanding | Jun 18, 2025 | Long-Context Understanding | —Unverified | 0 |
| DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference Acceleration | Jun 6, 2025 | Computational EfficiencyLanguage Modeling | CodeCode Available | 1 |
| MesaNet: Sequence Modeling by Locally Optimal Test-Time Training | Jun 5, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| ATLAS: Learning to Optimally Memorize the Context at Test Time | May 29, 2025 | Common Sense ReasoningLanguage Modeling | —Unverified | 0 |
| SpecExtend: A Drop-in Enhancement for Speculative Decoding of Long Sequences | May 27, 2025 | 16kLong-Context Understanding | CodeCode Available | 0 |
| 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 |
| Beyond Needle(s) in the Embodied Haystack: Environment, Architecture, and Training Considerations for Long Context Reasoning | May 22, 2025 | Long-Context Understanding | —Unverified | 0 |
