Evidence claim

MULAN-ESM2 S: uses model ESM-2

Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score.

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6 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statement	Original source and location	Review and provenance
attributes.field links:uses_model:discovery-model-esm-2 Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.field` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.source_locator Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.target_id discovery-model-esm-2 Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.target_id` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
description Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score. Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Relationship: subject reported-model-a29203c09857ef Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `links:subject:reported-model-a29203c09857ef` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
name MULAN-ESM2 S: uses model ESM-2 Context-only references	MULAN: multimodal protein language model for sequence and structure encoding Original source ↗ Methods: MULAN architecture; ESM2 initialization and added Structure Adapter Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558217+00:00	not individually reviewed No individual claim review recorded Audit details Field: `name` Source artifact SHA-256: `771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact

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Release 2026-09-29-06401fd5b220 · Record review: source checked

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MULAN: multimodal protein language model for sequence and structure encoding · Original source · journal full text in PMC

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Technical metadata and extraction receipts

Stable ID: model-evaluation-identity-36437c5cd26a3f4da7bd

areas: proteins-complexes
field: links:uses_model:discovery-model-esm-2
target id: discovery-model-esm-2
source locator: Methods: MULAN architecture; ESM2 initialization and added Structure Adapter
review: method: automated_source_review; date: 2026-09-23; note: Source review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score.

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subject: MULAN-ESM2 S

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