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Machine Heart
Machine Heart
Sep 14, 2026 · Artificial Intelligence

T-Mem: Teaching AI Associative Recall Beyond Similarity Search

Tencent's T-Mem introduces associative recall for LLM agents by pre-storing trigger cues during memory writing, enabling retrieval via semantic associations rather than surface similarity, achieving SOTA on LoCoMo and LoCoMo-Plus benchmarks with minimal performance drop on associative tasks.

EMNLP 2026LLM agentsLoCoMo benchmark
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T-Mem: Teaching AI Associative Recall Beyond Similarity Search