Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling Paper • 2508.16745 • Published Aug 22 • 28
Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity Paper • 2502.13063 • Published Feb 18 • 72
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Paper • 2501.12948 • Published Jan 22 • 423
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Paper • 2407.04363 • Published Jul 5, 2024 • 33
Complexity of Symbolic Representation in Working Memory of Transformer Correlates with the Complexity of a Task Paper • 2406.14213 • Published Jun 20, 2024 • 21
BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack Paper • 2406.10149 • Published Jun 14, 2024 • 52
In Search of Needles in a 10M Haystack: Recurrent Memory Finds What LLMs Miss Paper • 2402.10790 • Published Feb 16, 2024 • 42