fixes
Datasets
All datasets matching “fixes”SWE-bench_Verified_gold_fixesmat-04-noise-floor-and-snr-fixes
04 Noise floor and SNR fixes for the GRPO advantage
Does the within-group reward order that Tree-GRPO trains on among sibling solutions on the CPU Kaggle tasks reflect real quality, or mostly grading noise, and do three proposed fixes (an infrastructure-failure loss mask, a flat-group loss mask, and learnability-weighted parent selection) move spooky-author-identification's best valid score past that noise when tried in a live run? This repository is the data root of that… See the full description on the dataset page: https://huggingface.co/datasets/t2ance/mat-04-noise-floor-and-snr-fixes.reolyy-scene-quality-fixes
Reolyy Scene Quality Fixes
Dataset Description
Clip-level scene boundaries, quality problems, severity labels, and correction chains.
Team Attribution
This dataset was created and reviewed by the Zarnite team through internal benchmark design, generation, and quality-control workflows. It should be presented as a Zarnite-authored benchmark starter pack, not as a purely human-collected field corpus.
Ecosystem Need Tier
High Ecosystem Need
Why… See the full description on the dataset page: https://huggingface.co/datasets/zarnite/reolyy-scene-quality-fixes.cve-single-line-fixes
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Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
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Languages
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Dataset Structure
Data Instances
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Data Fields
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Data Splits
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Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/lambdasec/cve-single-line-fixes.32b_swebv_temp09_15_new_verifier_fixessynth-vuln-fixesMore details on how one can fine-tune a model using this dataset are available on our blog.
You can also use the static analysis eval as an evaluation benchmark for the fine-tuned models.