Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer)
arXiv:2110.14746 (title and abstract) · Preprint
What this source contributed
Records in this release that cite this source. A record can cite several sources.
Claims
Statements this source supports, each with where in the source it was checked.
- MutFormer: description: Description Transformer language model over reference and mutated human protein sequences, combining self-attention and convolutional layers, pretrained on protein sequences and fine-tuned for deleteriousness prediction. (qa-descriptions-20261011-e-source-mutformer: summary)
Models, benchmarks and other records
Methods (1)
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
25 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.artifact_sha256 9e45051cd7f25c788f15a77569c0e3388d5de3d1037b3c87d5225aa8c1356c06 Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Artifact url https://export.arxiv.org/api/query?id_list=2110.14746 Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Hash scope SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Licence CC-BY-4.0 Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Media type application/atom+xml Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Publication status preprint Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Retrieved at 2026-10-11T01:38:41Z Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Review: date 2026-10-11 Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
| Review: method note Compared the store diff with origin/main, read each new description against its cited source passage and checked the licence of each new source record. Source metadata | Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
Review method2 values
| Abstract: Deciphering the Language of Nature: A transformer-based language model for deleterious mutations in proteins (MutFormer) No field-specific location recorded Version: arXiv:2110.14746 (title and abstract) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence. |
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Source text retrieved and hashed for the issue #88 category-only description fix.
Technical metadata and extraction receipts
Stable ID: qa-descriptions-20261011-e-source-mutformer
- url
- https://arxiv.org/abs/2110.14746
- artifact url
- https://export.arxiv.org/api/query?id_list=2110.14746
- version
- arXiv:2110.14746 (title and abstract)
- retrieved at
- 2026-10-11T01:38:41Z
- artifact sha256
- 9e45051cd7f25c788f15a77569c0e3388d5de3d1037b3c87d5225aa8c1356c06
- publication status
- preprint
- media type
- application/atom+xml
- source locator
- summary
- hash scope
- SHA-256 of one retrieval of an arXiv API Atom response for this identifier. The response is not guaranteed byte-stable; the title and summary fields are the evidence.
- licence
- CC-BY-4.0
- review
- method: automated-source-review; ai-assisted-source-review; reviewer: claude; reviewer note: Extractor: Claude integrator agent for issue #88. Reviewer: a separate Claude review agent, independent of the extractor; no human review claimed.; date: 2026-10-11; method note: Compared the store diff with origin/main, read each new description against its cited source passage and checked the licence of each new source record.; note: Approved with two corrections, both applied: the MutFormer source licence is CC BY 4.0 per the arXiv abstract page, and the MetaRNN source locator now names the Background passage. Checked the 27 Chen 2020 descriptions row by row against Table 1 (PMC7033911) and spot-checked AlphaMissense, MisFit, popEVE, VARITY, MetaRNN, MutFormer and gMVP against their abstracts; accurate. Licences on the other new sources match Europe PMC.; receipt: data/omics/qa-descriptions-20261011-e/review.json; retrieval url: https://export.arxiv.org/api/query?id_list=2110.14746