Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models Paper • 2512.00590 • Published Nov 29, 2025 • 45
Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling Paper • 2508.16745 • Published Aug 22, 2025 • 29
Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity Paper • 2502.13063 • Published Feb 18, 2025 • 73
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Paper • 2501.12948 • Published Jan 22, 2025 • 434
SRMT: Shared Memory for Multi-agent Lifelong Pathfinding Paper • 2501.13200 • Published Jan 22, 2025 • 69
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