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vulnerability-lookup
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Commits on Jul 29, 2026
chg: [doc] Cite the new ATT&CK mapping paper (arXiv:2607.25572) in the README
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Commits on Jul 24, 2026
chg: [repo] Remove misplaced arXiv-tarball ignore rule
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Commits on Jul 23, 2026
chg: [dependencies] Updated dependencies.
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chg: [repo] Ignore the generated arXiv upload tarball
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Commits on Jul 22, 2026
chg: [dependencies] Updated dependencies.
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Commits on Jul 17, 2026
chg: [doc] Record DOIs for the published datasets and checkpoints
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chg: [doc] Single-CVE inference example; published checkpoint inventory
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new: [validators] Single-CVE inference CLI for the ATT&CK classifier
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chg: [doc] ModernBERT robustness check: expansion verdict replicates on a second encoder
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Commits on Jul 16, 2026
chg: [doc] Gold-size scaling curve: monotonic gains from curated rows, protocol warning
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fix: [trainers] Freeze the label vocabulary under --train-fraction
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chg: [doc] Corrected-protocol contrast confirms the null expansion verdict
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new: [trainers] Add --train-fraction for a gold-size scaling curve
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chg: [doc] Record the corrected-protocol numbers of record for the gold-only model
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fix: [trainers] Refuse --deterministic with multiple GPUs (DataParallel deadlock)
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chg: [doc] Record the --deterministic slowdown; drop it from the record protocol
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chg: [trainers] Warn about the --deterministic slowdown in the help text
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Commits on Jul 15, 2026
chg: [doc] Final expansion verdict: no reliable gain at any size; evaluation-noise mechanism and protocol fix
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new: [trainers] Add --val-split checkpoint selection and --deterministic mode
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chg: [doc] Record the 984-CVE scaling labeling batch and GPU hardware
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Commits on Jul 14, 2026
new: [trainers] Add --extra-max-rows to cap folded-in LLM rows
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chg: [doc] Correct the expansion verdict with the multi-seed result
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chg: [repo] Ignore papers/ draft folder until formal publication
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new: [trainers] Add --seed to the ATT&CK trainer for variance measurement
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chg: [doc] Record the pilot verdict: LLM expansion at 0.39 agreement slightly degrades the classifier
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Commits on Jul 13, 2026
chg: [doc] Document the gold+LLM union retrain and the running pilot experiment
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new: [trainers] Add --extra-dataset-id to fold LLM rows into train only
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chg: [doc] Record the full-split ATT&CK LLM agreement (122B: 0.392, not 0.465)
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chg: [doc] Document the LLM model-selection benchmark for ATT&CK expansion
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chg: [datasets] Improve LLM label recall: assertive prompt + two-step --reason
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chg: [doc] Add a Mermaid workflow diagram of the ATT&CK pipeline
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chg: [datasets] Record the labeling model in the expanded dataset's name and card
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fix: [datasets] Fail fast with a clear message on Ollama 4xx errors
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new: [datasets] Add local Ollama backend to the ATT&CK LLM labeler (ref #6)
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chg: [doc] Review and tighten the ATT&CK workflow documentation
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