Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published 21 days ago • 135
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty Paper • 2412.20251 • Published May 25, 2025
CLLMate: A Multimodal Benchmark for Weather and Climate Events Forecasting Paper • 2409.19058 • Published Feb 16, 2025 • 1
Can Retrieval Heads See Images? Multimodal Retrieval Heads in Long-Context Vision-Language Models Paper • 2605.27243 • Published May 26
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models Paper • 2605.14906 • Published May 14 • 79
LLMs Assist NLP Researchers: Critique Paper (Meta-)Reviewing Paper • 2406.16253 • Published Jun 24, 2024
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Paper • 2605.06527 • Published May 7 • 48
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models Paper • 2605.14906 • Published May 14 • 79
CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration? Paper • 2510.24505 • Published Oct 28, 2025 • 5
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context Paper • 2605.13831 • Published May 13 • 90
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context Paper • 2605.13831 • Published May 13 • 90
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Paper • 2505.00675 • Published May 1, 2025 • 3
AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph Paper • 2311.09174 • Published Nov 15, 2023
AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation Paper • 2402.10646 • Published Feb 16, 2024
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers Paper • 2509.03059 • Published Sep 3, 2025 • 25
NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents Paper • 2510.07172 • Published Oct 8, 2025 • 28
Memory-T1: Reinforcement Learning for Temporal Reasoning in Multi-session Agents Paper • 2512.20092 • Published Dec 23, 2025 • 9
Memory-T1: Reinforcement Learning for Temporal Reasoning in Multi-session Agents Paper • 2512.20092 • Published Dec 23, 2025 • 9
MotionEdit: Benchmarking and Learning Motion-Centric Image Editing Paper • 2512.10284 • Published Dec 11, 2025 • 26
Guided Self-Evolving LLMs with Minimal Human Supervision Paper • 2512.02472 • Published Dec 2, 2025 • 55