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staffbox-scorecards

Modalities:
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Formats:
json
Languages:
English
Size:
1K - 10K
Tags:
evaluation
benchmark
Synthetic
quoting
rag
local-llm
Libraries:
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License:
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2026-10-02T00:00:00
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2026-10-02-fieldstone-it-tests-heldout-ugly-mac-mini-m4-16gb-qwen3-8b-quote-v2.3
2026-10-02T00:00:00
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qwen3:8b
fieldstone-it-messy-1
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brain+quote
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2026-10-02-fieldstone-it-tests-heldout-ugly2-dell-3090-gpt-oss-20b-quote-v2.3
2026-10-02T00:00:00
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2026-10-02-fieldstone-it-tests-heldout-ugly2-dell-3090-qwen3-8b-quote-v2.3
2026-10-02T00:00:00
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2026-10-02-fieldstone-it-tests-heldout-ugly2-mac-mini-m4-16gb-qwen3-8b-quote-v2.3
2026-10-02T00:00:00
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2026-10-02T00:00:00
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qwen3:8b
fieldstone-it
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brain+quote
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2026-10-02-peachtree-cabinet-works-tests-dell-3090-qwen3-8b-quote-v2.3
2026-10-02T00:00:00
RTX 3090 (Dell Precision 5820)
qwen3:8b
peachtree-cabinet-works
v2.3
false
brain+quote
39
40
16
16
1.1
1.6
evals/results/2026-10-02-peachtree-cabinet-works-tests-dell-3090-qwen3-8b-quote-v2.3.md
2026-10-02-peachtree-cabinet-works-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.3
2026-10-02T00:00:00
Mac mini M4, 16 GB
qwen3:8b
peachtree-cabinet-works
v2.3
false
brain+quote
39
40
16
16
2.9
5.2
evals/results/2026-10-02-peachtree-cabinet-works-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.3.md
2026-10-05-fieldstone-it-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.3
2026-10-05T00:00:00
Mac mini M4, 16 GB
qwen3:8b
fieldstone-it-generated
v2.3
false
brain+quote
198
204
183
186
1.7
2.1
evals/results/2026-10-05-fieldstone-it-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.3.md
2026-10-05-peachtree-cabinet-works-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.3
2026-10-05T00:00:00
Mac mini M4, 16 GB
qwen3:8b
peachtree-cabinet-works-generated
v2.3
false
brain+quote
147
156
135
142
3.4
4.3
evals/results/2026-10-05-peachtree-cabinet-works-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.3.md
2026-10-06-fieldstone-it-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
fieldstone-it-generated
v2.4
false
brain+quote
201
204
183
186
1.6
2.1
evals/results/2026-10-06-fieldstone-it-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md
2026-10-06-fieldstone-it-tests-heldout-ugly-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
fieldstone-it-messy-1
v2.4
false
brain+quote
19
20
16
17
1.2
2.3
evals/results/2026-10-06-fieldstone-it-tests-heldout-ugly-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md
2026-10-06-fieldstone-it-tests-heldout-ugly2-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
fieldstone-it-messy-2
v2.4
false
brain+quote
15
15
13
13
1.1
1.7
evals/results/2026-10-06-fieldstone-it-tests-heldout-ugly2-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md
2026-10-06-fieldstone-it-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
fieldstone-it
v2.4
false
brain+quote
40
40
16
16
2.4
5.3
evals/results/2026-10-06-fieldstone-it-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md
2026-10-06-peachtree-cabinet-works-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
peachtree-cabinet-works-generated
v2.4
false
brain+quote
150
156
136
142
3.2
3.4
evals/results/2026-10-06-peachtree-cabinet-works-tests-generated-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md
2026-10-06-peachtree-cabinet-works-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.4
2026-10-06T00:00:00
Mac mini M4, 16 GB
qwen3:8b
peachtree-cabinet-works
v2.4
false
brain+quote
39
40
16
16
2.5
4.4
evals/results/2026-10-06-peachtree-cabinet-works-tests-mac-mini-m4-16gb-qwen3-8b-quote-v2.4.md

Staffbox scorecards

Graded answers from a local-LLM quote-drafting benchmark: Qwen3-8B, gpt-oss-20b and others via Ollama on a 16 GB Mac mini M4 and an RTX 3090. 2,690 answers, misses kept.

By Staffbox.ai, an AI worker on a Mac mini that drafts quotes from a company's own price list. We score it free on 30 of your past quotes and show you a scorecard like these: hadi@staffbox.ai

Every graded answer behind every published Staffbox scorecard: 2,690 answers across 40 runs, 30 Sep to 5 Oct 2026. Tests come from staffbox/staffbox-evals; grading is automatic, with no human edits. The grader was changed twice (accept the stated total first or last, commit d87dc39; ignore spacing such as '25 %', PR #7); affected answers were re-graded and are noted in the result files. Misses are kept.

Synthetic test data: fictional companies, graded by machine. No customer has run Staffbox yet. Other models (for example gpt-oss-20b, Gemini Pro) appear as comparison runs; no Staffbox model has been trained or published.

  • runs (one row per run and mode; also as runs.csv): date, hardware, model, test set, mode, quote-action version, correct/total, quote correct/total, average and 90th-percentile seconds per answer, and the source scorecard file.
  • answers (one row per answer): the same run fields, plus test id and type, ok, the worker's answer, expect, seconds, calculator calls, the brain notes retrieved, and the raw model output.

Modes: none = the model alone · brain = plus notes retrieved from the company brain · brain+calc = plus a calculator tool · brain+quote = plus the deterministic quote action (the model picks SKU and quantity; code does the arithmetic).

Headline runs (Mac mini M4 16 GB, qwen3:8b, quote action v2.3): 2 Oct, Fieldstone 40/40 · Peachtree 39/40 · messy set 1 19/20 (seen while fixing) · messy set 2 15/15 (clean held-out). 5 Oct (v2.3), 360 generated messy requests: 345/360 incl. 6 wrong totals (unstocked item substituted). 6 Oct (v2.4, flags unstocked items): 351/360, 0 wrong totals in 475 answers across all sets. Speed: one request at a time with the model warm. The gpt-oss-20b timings on the 3090 are not comparable, because the model was swapping with another job.

Built from Staffbox-ai/staffbox evals/results/ at commit 86343d9. Browse: Space. MIT.
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