T-Mem open-sourced on GitHub, accepted to EMNLP 2026 Main Conference
aigclink · x · 2026-09-21
The GitHub repo for T-Mem, Tencent's open-source long-term conversational memory architecture, is now live, with the paper accepted to the EMNLP 2026 Main Conference. The repo includes full code, evaluation scripts, and docs under the tagline "Memory That Anticipates, Not Archives," covering both descriptive and associative recall.
Core idea: at write time, the LLM predicts which seemingly unrelated future queries a memory might serve and indexes those associative cues. Benchmarks: 80.26% on standard LoCoMo and 74.81% on LoCoMo-Plus (−5.45 pp), versus HyperMem's drop to 48.63% on LoCoMo-Plus.
Related event: Tencent Open-Sources T-Mem, an Associative-Memory Architecture for LLMs(4 posts)→
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