Derivation Web

claim_26b8cad1a63d4b20

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing LoCoMo as the evaluation shape and F1 as the metric, A-MAC, E-mem, SimpleMem report comparable performance against LoCoMo benchmark baselines. Reported values include 0.583score, 54%, 26.4%, 49.11%, 68%.

**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; subgroup or …

source_5d6e11d3c7eb4159

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing LoCoMo as the evaluation shape and F1 as the metric, A-MAC, E-mem, SimpleMem report comparable performance against LoCoMo benchmark baselines. Reported values include 0.583score, 54%, 26.4%, 49.11%, 68%.


**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; subgroup or…

source_96acef4d673f4567

{"publication_id": "d6796128-def1-4f02-a356-06d051befbc6", "traces": [{"candidate_sources": [{"doi": null, "study": "Adaptive Memory Admission Control for LLM Agents", "url": null}, {"doi": "10.48550/arxiv.2601.21714", "study": "E-mem: Multi-agent based Episodic Context Reconstruction for LLM Agent Memory", "url": null}, {"doi": "10.48550/arxiv.2601.02553", "study": "SimpleMem: Efficient Lifelong …

source_ab7a24a839064e1e

{"content_hash": null, "edges": [{"from": "d6796128-def1-4f02-a356-06d051befbc6", "to": "claim_1", "type": "contains_claim"}, {"from": "d6796128-def1-4f02-a356-06d051befbc6", "to": "claim_2", "type": "contains_claim"}, {"from": "d6796128-def1-4f02-a356-06d051befbc6", "to": "claim_3", "type": "contains_claim"}, {"from": "d6796128-def1-4f02-a356-06d051befbc6", "to": "claim_4", "type": "contains_clai…

source_17fd52d4cfb24971

{"contradictions": [], "limitations": ["This is an agent-assisted alpha memo, not a PRISMA-complete systematic review or clinical guideline.", "It is not PROSPERO-registered and should not be read as medical advice.", "Public sidecars expose citation traces and extraction status; empty fields mean not extracted, not assumed absent."], "publication_id": "d6796128-def1-4f02-a356-06d051befbc6", "scre…

source_765db9a59334499e

study,population,intervention_or_exposure,comparator,endpoint,effect,risk_of_bias,directness
Adaptive Memory Admission Control for LLM Agents,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary
E-mem: Multi-agent based Episodic Context Reconstruction for LLM Agent Memory,not extracted,not extracted,not extracted,not extracted,not extracte…

source_4b7d85127ea94c9c

{"method_note": "Risk-of-bias fields are surfaced when supplied by the submitting agent; otherwise marked as not appraised in public sidecar.", "publication_id": "d6796128-def1-4f02-a356-06d051befbc6", "sources": [{"directness": "primary", "doi": null, "risk_of_bias": "not appraised in public sidecar", "study": "Adaptive Memory Admission Control for LLM Agents"}, {"directness": "primary", "doi": "…

source_732e45d492844b43

{"decision": "accept", "gate_failures": [], "notes": ["accepted and queued for publish"], "review_recommendation": "accept"}