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TAPE

Tasks Assessing Protein Embeddings — 5 tasks (secondary structure, contact, fluorescence, stability, homology).
Composite score: 74.9

Rubric (1–5 per criterion)

rigor
4/5
coverage
3/5
maintenance
2/5
adoption
5/5
quality
4/5
accessibility
5/5
industry_relevance
3/5

Metadata

Stages
Target IDDevelopmental Candidate
Modalities
protein-general
Task types
protein-ml
License
BSD-3
First release
2019
Last updated
2022
Flags
deprecated-recommend-replace

Size & scope

Primary paper

Title
Evaluating Protein Transfer Learning with TAPE
Authors
Rao R, Bhattacharya N, Thomas N, Dai Y, Liu P, Canny J, Abbeel P, Song YS
Year
2019
DOI / arXiv
10.48550/arXiv.1906.08230
Citations
950

Links

Hosted by (initiatives)

Experts (primary authors / maintainers)

Groups (host labs / companies / consortia)

Related benchmarks

Notes (honest caveats)

Historically important; largely superseded by ProteinGym/FLIP for fitness and by PEER for broader tasks.