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MoT

by Fudan University (Li & Qiu)

System Card

OrganizationFudan University (Li & Qiu)
Released2023-05
Architectureagentic-workflow / Pre-thought externalized memory
DetailsTwo-stage framework: pre-test stage LLM pre-thinks on unlabeled data and saves high-confidence thoughts as external memory; at test time, recalls relevant memory to assist reasoning. No labeled data or parameter updates.
Parameters—
Domainagent-memorylifelong-learning
Open SourceYes
PaperView Paper
CodeRepository
self-improvementemnlp-2023cotpre-thinking

Capability Profile

Benchmark Scores

6 of 14 benchmarks
Data Transparency:6 estimated
Long-Context Retrieval
0/5
RULER
no data
NIAH
no data
LooGLE
no data
LongBench
no data
∞Bench
no data
Multi-Turn Recall
2/2
LoCoMo
75.350pEstimated
MemoryBank
73.130pEstimated
Cross-Session Memory
1/1
LongMemEval
81.587pEstimated
Multi-Hop QA
2/3
BABILong
77.975pEstimated
MultiHop-RAG
no data
HotpotQA
74.969pEstimated
Agent Task Memory
1/1
AgentBench-Mem
7226pEstimated
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
0/1
RAGAS
no data
Sources:Arena estimate — derived from capability profile, not independently verified