Author

Patrick Hill

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#software testing Open access Sep 2026

The quant_eval Public Corpus: Behavioral Measurement of Quantization Degradation—Precision, Scale, and Substrate Effects

This paper presents the quant_eval public corpus: a paired behavioral evaluation of full-weight and quantized large language models across eight agent-relevant task families, published as eight open datasets with per-case evidence, paired statistical tests, and a verification chain a reader can check rather than trust....

Patrick Hill · Zenodo (CERN European Organi... · 0 citations

#small language model Dataset Open access Sep 2026

quant_eval v7.21: Per-Case Evaluation Results and Run Provenance for Mistral-Nemo-Instruct-2407

Complete per-case evaluation output and run provenance for the two quant_eval version 7.21 runs that underlie the whitepaper "quant_eval: A Behavioral Evaluation Harness for Full-Weight and Quantized Large Language Models." Every pass rate, bucket score and latency figure reported in that paper can be recomputed from t...

Patrick Hill · Zenodo (CERN European Organi... · 0 citations

#small language model Open access Sep 2026

quant_eval: A Behavioral Evaluation Harness for Full-Weight and Quantized Large Language Models

This paper describes quant_eval, a behavioral evaluation harness for comparing full-weight and quantized large language models on agent-relevant structured tasks, and demonstrates the methodology on a single worked example. METHOD The harness scores a model against a versioned, content-addressed fixture set across eigh...

Patrick Hill · Zenodo (CERN European Organi... · 0 citations