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1 evaluation · 1 result. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: NT 500M human reference, fine-tuned to convergence (Hegde et al. 2025) | Protocol: Fine-tuning wall time to convergence on the Enformer eQTL dataset (Hegde et al. 2025 Methods) Dataset: Enformer eQTL causal-variant dataset, Genomics Long-Range Benchmark version (Hegde et al. 2025) | approximately 19 Runtime (Fine-tuning to convergence, unpruned model) hour · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT 500M human reference, fine-tuning time to convergence (Hegde et al. 2025) gfm-guide-20261014-protocol-hegde-eqtl-finetune-convergence-time Aggregation: Not reported Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction · Methods paragraph 3: 'training to convergence on 2 × NVIDIA TITAN Xp GPUs took approximately 19 h' |
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Fine-tuning wall time to convergence on the Enformer eQTL dataset (Hegde et al. 2025 Methods)
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18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: aggregation Approximate wall time as stated Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Until validation-loss convergence Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Not reported Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs Variant-centred DNA sequences Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: metric implementation Not reported Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: population Enformer eQTL causal-variant sequences Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: protocol id gfm-guide-20261014-protocol-hegde-eqtl-finetune-convergence-time Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: split Benchmark train split for fine-tuning; evaluation split for evaluation Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Origin independent_paper Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Protocol gfm-guide-20261014-protocol-hegde-eqtl-finetune-convergence-time Context-only references | Reaping the Fruits of LLM Pruning: Towards Small Language Models for Efficient Non-Coding Variant Effect Prediction Methods paragraph 3 Version: Genes 16(11):1358, 2025; PMC12652071 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: gfm-guide-20261014-eval-hegde-nt-500m-human-ref-convergence