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CITATION.cff ADDED
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+ cff-version: 1.2.0
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+ message: If you use this dataset, please cite it.
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+ type: dataset
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+ title: >-
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+ quant_eval Efficiency and footprint
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+ authors:
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+ - family-names: Hill
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+ given-names: Patrick
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+ affiliation: PBH Applied Systems, LLC
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+ license: CC-BY-4.0
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+ year: 2026
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+ doi: 10.5281/zenodo.22010723
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+ identifiers:
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+ - type: doi
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+ value: 10.5281/zenodo.22010723
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+ description: Concept DOI, always resolves to the latest version
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+ - type: doi
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+ value: 10.5281/zenodo.22010724
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+ description: Version DOI, frozen to this exact deposit
LICENSE ADDED
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+ quant_eval Public Corpus
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+ Copyright (c) 2026 PBH Applied Systems, LLC
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+
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+ This work is licensed under the Creative Commons Attribution 4.0 International
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+ License (CC BY 4.0).
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+
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+ SPDX-License-Identifier: CC-BY-4.0
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+
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+ You are free to:
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+ - Share: copy and redistribute the material in any medium or format
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+ - Adapt: remix, transform, and build upon the material
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+ for any purpose, including commercially.
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+
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+ Under the following term:
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+ - Attribution: You must give appropriate credit, provide a link to the
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+ licence, and indicate if changes were made. You may do so in any reasonable
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+ manner, but not in any way that suggests the licensor endorses you or your
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+ use.
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+
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+ No additional restrictions: you may not apply legal terms or technological
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+ measures that legally restrict others from doing anything the licence permits.
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+
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+ The full legal code is available at:
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+ https://creativecommons.org/licenses/by/4.0/legalcode
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+
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+ SUGGESTED ATTRIBUTION
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+ Hill, Patrick. "quant_eval Efficiency and footprint". PBH Applied Systems, LLC, 2026.
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+ Licensed under CC BY 4.0.
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+ DOI (all versions): 10.5281/zenodo.22010723
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+ DOI (this version): 10.5281/zenodo.22010724
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+
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+ NOTE ON THE EVALUATED MODELS
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+ This corpus describes the behaviour of third-party language models. It does
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+ not redistribute model weights. Each evaluated model remains under its own
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+ licence, recorded per run in the run provenance dataset.
README.md CHANGED
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  ---
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  license: cc-by-4.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: cc-by-4.0
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+ language:
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+ - en
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+ pretty_name: >-
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+ quant_eval Efficiency and footprint
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+ size_categories:
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+ - n<1K
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+ tags:
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+ - quantization
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+ - large-language-models
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+ - gguf
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+ - agent-evaluation
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+ - tool-calling
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+ - behavioral-evaluation
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+ - mcnemar
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+ - llama-cpp
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+ - model-evaluation
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+ - reproducibility
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+ annotations_creators:
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+ - machine-generated
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+ source_datasets:
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+ - original
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: quant_eval_efficiency_and_footprint.csv
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  ---
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+
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+ # quant_eval — Efficiency and footprint
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+
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+ **One row per published run: stored weight artifact bytes before and after quantization, compression ratio, observed evaluation wall-time ratio with an explicit direction label, and token throughput.**
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+
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+ Part of the quant_eval public corpus: a per-case behavioral evaluation of full-weight and quantized large language models across eight agent-relevant task families, with paired statistical testing.
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+
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+ **Cite this dataset:** [10.5281/zenodo.22010723](https://doi.org/10.5281/zenodo.22010723) — concept DOI, always resolves to the latest version.
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+ **This exact deposit:** [10.5281/zenodo.22010724](https://doi.org/10.5281/zenodo.22010724) — version DOI, frozen. Cite this one where reported numbers must stay verifiable against the object referenced.
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+
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+ ## What this file contains
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+
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+ | File | Rows | Columns |
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+ |---|---:|---:|
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+ | `quant_eval_efficiency_and_footprint.csv` | 6 | 22 |
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+
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+ Supporting files: `source_bundle_checksums.json`.
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+
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+ ## Corpus scope
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+
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+ | Run | Model | Baseline | Quantized | Substrate | Licence |
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+ |---|---|---|---|---|---|
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+ | `Mistral_Nemo_Instruct_2407_20260814_030505` | mistralai/Mistral-Nemo-Instruct-2407 | gguf_f16 | gguf_q4_k_m | local | Apache-2.0 |
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+ | `Mistral_Nemo_Instruct_2407_20260815_113254` | mistralai/Mistral-Nemo-Instruct-2407 | gguf_f16 | gguf_q5_k_m | local | Apache-2.0 |
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+ | `Mistral_Nemo_Instruct_2407_20260816_084553` | mistralai/Mistral-Nemo-Instruct-2407 | gguf_f16 | gguf_q8_0 | local | Apache-2.0 |
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+ | `Qwen2.5_14B_Instruct_1M_20260815_220633` | Qwen/Qwen2.5-14B-Instruct-1M | modal_f16 | modal_q4_k_m | Modal | Apache-2.0 |
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+ | `Qwen2.5_32B_Instruct_20260815_081051` | Qwen/Qwen2.5-32B-Instruct | modal_f16 | modal_q4_k_m | Modal | Apache-2.0 |
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+ | `Qwen2.5_7B_Instruct_20260814_234822` | Qwen/Qwen2.5-7B-Instruct | gguf_f16 | gguf_q4_k_m | local | Apache-2.0 |
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+
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+ Every run evaluates a full-weight baseline and a quantized variant of the same model against the identical locked fixture set, case for case. Statistical comparison is paired: the two-sided exact McNemar test on per-case outcomes, with Wilson intervals on the rates.
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+
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+ ## Figures
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+
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+ ![Horizontal bar chart of observed evaluation wall-time ratios for six model-precision pairs. Four local llama.cpp pairs exceed parity at 2.704, 2.564, 1.985, and 1.714 times; two Modal pairs fall below parity at 0.961 and 0.854 times, shown hatched.](fig4_wall_time_ratio_six_pairs.png)
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+
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+ **Observed evaluation wall-time ratio (full weight divided by quantized)** for all six published pairs. Hatched bars fall below parity — the quantized run was slower. Observed harness wall time on the recorded hardware and backends; not a controlled throughput benchmark and not a general claim about quantization performance at any precision on any hardware.
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+
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+ Figures are generated directly from the harness rollups by the published build tooling; no plotted value is recomputed, smoothed, or fitted.
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+
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+ ## Columns
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+
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+ ### `quant_eval_efficiency_and_footprint.csv`
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+
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+ ```
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+ run_id model_id baseline_kind
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+ quant_type baseline_bytes quantized_bytes
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+ compression_ratio size_reduction_fraction measurement_scope
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+ excludes baseline_runner quantized_runner
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+ execution_substrate baseline_tokens_per_second quantized_tokens_per_second
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+ observed_wall_time_ratio wall_time_direction throughput_ratio
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+ token_volume_cost_proxy_ratio monetary_cost_ratio_status artifact_footprint_status
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+ hardware_backend_scope
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+ ```
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+
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+ ## Verification
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+
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+ This corpus is derived from sanitized publication bundles produced by the quant_eval harness. It is designed to be checked rather than trusted:
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+
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+ - `source_bundle_checksums.json`, included here, republishes, verbatim, the SHA-256 digest and byte length of every file in every source bundle. No source file was modified.
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+ - Before this file was written, the builder verified all 72 source-file digests and independently recomputed all 96 family x runner pass rates from the raw per-case rows, matching the harness rollups exactly.
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+ - The figures here are **not** derived from the per-case results dataset. Stored-artifact byte counts and observed wall time are recorded by the harness at run time and are carried through from the source bundles unchanged; they are traceable through the bundle digests above, not recomputable from per-case rows. Pass-rate aggregates, which are recomputable, live in the paired degradation statistics (D5) and family pass rates (D6) datasets.
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+
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+ ## Limits you should know before using this
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+
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+ - **Decoding conditions are not uniform across models.** Temperature follows each publisher's own model card, so cross-model comparison of absolute pass rates is confounded. Within-run pairing is unaffected, which is what the paired test requires. The conditions are published per row and per run so they can be filtered on.
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+ - **Runs on the Modal substrate record `seed` status `unsupported`** — the deployed method signature accepts no seed — so those runs are not exactly reproducible. Local runs applied a fixed seed.
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+ - **Runtime figures are observed harness wall time** on the recorded hardware and backends. They are not a controlled throughput benchmark and not a general claim about quantization performance at any precision on any hardware. Direction is published as an explicit label because not every measured pair is a speedup.
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+ - **The fuzz family is an adaptive trajectory** evaluated from identical starting fixtures. Its paired test compares complete case outcomes, not identical post-divergence prompts.
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+ - **Calibration runs are not published.** Runs that informed a published run are disclosed by identifier in `calibration_lineage.csv`, published in the run provenance dataset (D4), so the record is complete without releasing provisional numbers.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @dataset{pbh_quant_eval_d7,
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+ author = {Hill, Patrick},
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+ title = {quant_eval Efficiency and footprint},
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+ publisher = {PBH Applied Systems, LLC},
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+ year = {2026},
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+ doi = {10.5281/zenodo.22010723},
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+ note = {Version DOI: 10.5281/zenodo.22010724},
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+ license = {CC-BY-4.0}
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+ }
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+ ```
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+
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+ ## Licence
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+
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+ Creative Commons Attribution 4.0 International (CC BY 4.0). See `LICENSE`. Commercial use is permitted; attribution is required.
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+
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+ This corpus describes third-party models and redistributes no model weights. Each evaluated model remains under its own licence, recorded per run in the run provenance dataset.
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+
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+ ---
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+
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+ Produced by build_datasets.py 2.4.0 from quant_eval publication bundles. Built 2026-08-19.
dataset-metadata.json ADDED
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+ {
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+ "title": "quant_eval Efficiency and footprint",
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+ "subtitle": "Compression ratios and measured wall-time ratios for six quantized model pairs",
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+ "id": "pbhappliedsystems/quant_eval_efficiency_and_footprint",
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+ "licenses": [
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+ {
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+ "name": "CC-BY-4.0"
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+ }
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+ ],
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+ "description": "See README.md. Part of the quant_eval public corpus \u2014 10.5281/zenodo.22010723.",
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+ "resources": []
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+ }
fig4_wall_time_ratio_six_pairs.png ADDED

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+ Mistral_Nemo_Instruct_2407_20260814_030505,mistralai/Mistral-Nemo-Instruct-2407,gguf_f16,gguf_q4_k_m,24504279808,7477207744,3.277196601587428,0.6948611506811602,stored_model_weight_artifact_bytes,modal_container_storage;runtime_vram,full_weight_llama_cpp,quantized_llama_cpp,local_llama_cpp,25.043651118780318,91.02962261885648,2.7038164707866055,speedup,3.634838314393905,,suppressed_missing_per_runner_cost_usd,computed,observed evaluation run on the recorded hardware and backends
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+ Mistral_Nemo_Instruct_2407_20260815_113254,mistralai/Mistral-Nemo-Instruct-2407,gguf_f16,gguf_q5_k_m,24504279808,8727634688,2.8076656143378673,0.643832230272254,stored_model_weight_artifact_bytes,modal_container_storage;runtime_vram,full_weight_llama_cpp,quantized_llama_cpp,local_llama_cpp,30.135280786823675,79.96792404664095,2.564462769097187,speedup,2.653631290590332,,suppressed_missing_per_runner_cost_usd,computed,observed evaluation run on the recorded hardware and backends
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+ Mistral_Nemo_Instruct_2407_20260816_084553,mistralai/Mistral-Nemo-Instruct-2407,gguf_f16,gguf_q8_0,24504279808,13022372608,1.8817062409154497,0.4685674212817086,stored_model_weight_artifact_bytes,modal_container_storage;runtime_vram,full_weight_llama_cpp,quantized_llama_cpp,local_llama_cpp,33.11406810059508,58.860127886525646,1.7144120311211424,speedup,1.7774961296726903,,suppressed_missing_per_runner_cost_usd,computed,observed evaluation run on the recorded hardware and backends
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+ Qwen2.5_14B_Instruct_1M_20260815_220633,Qwen/Qwen2.5-14B-Instruct-1M,modal_f16,modal_q4_k_m,29547716384,8988110624,3.287422420581013,0.6958103121340695,stored_model_weight_artifact_bytes,modal_container_storage;runtime_vram,full_weight_modal_llama_cpp,quantized_modal_llama_cpp,modal_llama_cpp,33.06065710210004,31.686447557979236,0.9614674486693676,slowdown,0.9584336893281679,,suppressed_missing_per_runner_cost_usd,computed,observed evaluation run on the recorded hardware and backends
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