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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - text-generation
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+ tags:
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+ - biology
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+ - genomics
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+ - dna
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+ - benchmark
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+ configs:
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+ - config_name: tata
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+ data_files:
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+ - split: train
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+ path: tata/data.parquet
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+ - config_name: synonymous_codons
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+ data_files:
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+ - split: train
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+ path: synonymous_codons/data.parquet
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+ ---
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+
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+ # Carbon Perturbation Bench
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+
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+ Two **sequence-level perturbation tasks** for evaluating DNA foundation models:
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+
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+ - **`tata`** (5,000 rows): the TATA-box motif inside a real promoter is
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+ disrupted with random nucleotide substitutions. Probes whether the model
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+ has internalised eukaryotic promoter architecture (it should assign higher
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+ log-likelihood to the intact promoter than the perturbed one).
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+ - **`synonymous_codons`** (5,000 rows): codons in a real CDS are replaced
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+ with synonyms encoding the same amino acid. Probes whether the model has
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+ learned codon-usage bias (it should prefer native codon usage over the
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+ synonymous variant).
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+
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+ Both subsets share the same schema:
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+
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+ | column | description |
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+ |---|---|
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+ | `chr`, `start`, `end`, `strand` | hg38 locus |
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+ | `length` | sequence length in bp |
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+ | `original_sequence` | the real (unperturbed) sequence — positive |
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+ | `sequence` | the perturbed sequence — negative control |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ tata = load_dataset("hf-carbon/carbon-perturbation-bench", "tata", split="train")
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+ syn = load_dataset("hf-carbon/carbon-perturbation-bench", "synonymous_codons", split="train")
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+ ```
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+
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+ ## Eval recipe
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+
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+ Pairwise likelihood discrimination: score `LL(original_sequence)` vs
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+ `LL(sequence)` under the model, and report `mean(LL(real) >= LL(perturbed))`.
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+ A ready-to-run scorer for Carbon, GENERator, and Evo2 lives at
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+ [`evaluation/perturbation_tasks.py`](https://github.com/huggingface/carbon)
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+ in the Carbon release repo.
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