RISE Humanities Data Benchmark

A test run is a single execution of a benchmark test using a defined model configuration.
Each run represents how a particular large language model (LLM) — such as GPT-4, Claude-3, or Gemini — performed on a given task at a specific time, with specific settings.

A test run includes:

Prompt and role definition – what the model was asked to do and from what perspective (e.g. “as a historian”).
Model configuration – provider, model version, temperature, and other generation parameters.
Results – the model’s actual response and its evaluation (scores such as F1 or accuracy).
Usage and cost data – token counts and calculated API costs.
Metadata – information like the test date, benchmark name, and person who executed it.

Together, test runs make it possible to compare models, providers, and configurations across benchmarks in a transparent and reproducible way.

Result 61 of 187

Test T1605 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

x-ai grok-4.6 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision33.3%

Recall33.3%

True positives1

False positives2

False negatives2

F1 score33.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"","year":"","place":null,"pages":null,"publisher":null,"format":null,"editor":null},"library_reference":{"shelfmark":null,"subjects":null}}

Scoring

F1 micro91.6%

F1 macro90.8%

Micro precision90.5%

Micro recall92.7%

Instances263

True positives2,239

False positives234

False negatives176

Speed

Model time, all inputs10404.0 s

Mean per input39.56 s

Slowest input108.22 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens636.2K

Output tokens32.7K

Total tokens668.9K

Input cost$1.27

Output cost$0.1962

Total cost$5.15

Reasoning cost usd$3.68

Total reasoning tokens614.1K

Priced from 2026-08-18 · Input $/M $2.00 · Output $/M $6.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 62 of 187

Test T0493 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

openai gpt-5.2-2025-12-11 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision25.0%

Recall33.3%

True positives1

False positives3

False negatives2

F1 score29.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"Sonnenbichler - Montaghemi, Nourhomadeh","year":"","place":"","pages":"","publisher":"","format":"","editor":null},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

Speed

Model time, all inputs5994.5 s

Mean per input352.62 s

Slowest input603.66 s

Inputs timed17

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

No cost recorded for this run

Priced from 2026-09-16 · Input $/M $1.75 · Output $/M $14.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 63 of 187

Test T0645 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

anthropic claude-sonnet-4-6 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision20.0%

Recall33.3%

True positives1

False positives4

False negatives2

F1 score25.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"Sonnenbichler - Montaghemi, Nourhomadeh","year":"<UNKNOWN>","place":null,"pages":null,"publisher":null,"format":null,"editor":null},"library_reference":{"shelfmark":null,"subjects":null}}

Scoring

F1 micro87.3%

F1 macro86.3%

Micro precision82.6%

Micro recall92.6%

Instances263

True positives2,236

False positives470

False negatives179

Speed

Model time, all inputs1361.2 s

Mean per input5.18 s

Slowest input15.20 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens706.2K

Output tokens57.2K

Total tokens763.5K

Input cost$2.12

Output cost$0.8584

Total cost$2.98

Priced from 2026-09-16 · Input $/M $3.00 · Output $/M $15.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 64 of 187

Test T1650 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

genai gemini-3.8-flash · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision33.3%

Recall33.3%

True positives1

False positives2

False negatives2

F1 score33.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"","year":"","place":"","pages":"","publisher":"","format":"","editor":null},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

F1 micro90.6%

F1 macro89.8%

Micro precision89.1%

Micro recall92.1%

Instances263

True positives2,225

False positives271

False negatives190

Speed

Model time, all inputs1470.8 s

Mean per input5.59 s

Slowest input54.37 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens406.2K

Output tokens48.4K

Total tokens454.7K

Input cost$0.3047

Output cost$0.1816

Total cost$1.59

Reasoning cost usd$1.10

Total reasoning tokens293.7K

Priced from 2026-09-02 · Input $/M $0.75 · Output $/M $3.75

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 65 of 187

Test T1440 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

genai gemini-3.5-flash-lite · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision25.0%

Recall33.3%

True positives1

False positives3

False negatives2

F1 score29.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"s. Sonnenbichler - Montaghemi, Nourhomadeh","year":"","place":null,"pages":null,"publisher":null,"format":null,"editor":null},"library_reference":{"shelfmark":null,"subjects":null}}

Scoring

F1 micro87.4%

F1 macro86.7%

Micro precision84.5%

Micro recall90.6%

Instances263

True positives2,187

False positives402

False negatives228

Speed

Model time, all inputs339.9 s

Mean per input1.29 s

Slowest input2.80 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens406.2K

Output tokens49.3K

Total tokens455.5K

Input cost$0.1219

Output cost$0.1232

Total cost$0.2451

Priced from 2026-09-16 · Input $/M $0.30 · Output $/M $2.50

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 66 of 187

Test T0526 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

anthropic claude-haiku-4-5-20251001 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision25.0%

Recall33.3%

True positives1

False positives3

False negatives2

F1 score29.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"Sonnenbichler-Montaghemi, Nourhomadeh","year":"","place":null,"pages":null,"publisher":null,"format":null,"editor":null},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

F1 micro84.4%

F1 macro83.5%

Micro precision83.3%

Micro recall85.6%

Instances263

True positives2,067

False positives414

False negatives348

Speed

Model time, all inputs647.2 s

Mean per input2.46 s

Slowest input5.34 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens706K

Output tokens53K

Total tokens759K

Input cost$0.706

Output cost$0.265

Total cost$0.971

Priced from 2026-09-16 · Input $/M $1.00 · Output $/M $5.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 67 of 187

Test T0633 at 2026-09-16

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

anthropic claude-opus-4-6 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision20.0%

Recall33.3%

True positives1

False positives4

False negatives2

F1 score25.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"Sonnenbichler - Montaghemi, Nourhomadeh","year":"<UNKNOWN>","place":null,"pages":null,"publisher":null,"format":null,"editor":null},"library_reference":{"shelfmark":null,"subjects":null}}

Scoring

F1 micro85.6%

F1 macro85.0%

Micro precision81.8%

Micro recall89.8%

Instances263

True positives2,168

False positives483

False negatives247

Speed

Model time, all inputs1737.1 s

Mean per input6.60 s

Slowest input17.50 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens706.2K

Output tokens57.4K

Total tokens763.6K

Input cost$3.53

Output cost$1.43

Total cost$4.97

Priced from 2026-09-16 · Input $/M $5.00 · Output $/M $25.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 68 of 187

Test T1740 at 2026-09-09

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

openrouter qwen/qwen3.8-27b · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision100.0%

Recall100.0%

True positives3

False positives0

False negatives0

F1 score100.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Sonnenbichler","first_name":""},"publication":{"title":"Montaghem i, Nourhomadeh","year":"","place":"","pages":"","publisher":"","format":"","editor":""},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

F1 micro86.0%

F1 macro84.2%

Micro precision85.6%

Micro recall86.5%

Instances263

True positives2,088

False positives352

False negatives327

Speed

Model time, all inputs477274.0 s

Mean per input1814.73 s

Slowest input21985.50 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens460.7K

Output tokens1.3M

Total tokens1.8M

Input cost$0.1231

Output cost$3.79

Total cost$3.91

Priced from 2026-09-08 · Input $/M $0.42 · Output $/M $3.00

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 69 of 187

Test T1710 at 2026-09-08

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

openrouter z-ai/glm-5.3-flash · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision33.3%

Recall33.3%

True positives1

False positives2

False negatives2

F1 score33.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghem","first_name":"Nourhomadeh"},"publication":{"title":"","year":"","place":"","pages":"","publisher":"","format":"","editor":""},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

F1 micro79.2%

F1 macro78.2%

Micro precision78.2%

Micro recall80.2%

Instances263

True positives1,937

False positives539

False negatives478

Speed

Model time, all inputs7443.4 s

Mean per input28.30 s

Slowest input941.20 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens323.8K

Output tokens66.6K

Total tokens390.5K

Input cost$0.0244

Output cost$0.0167

Total cost$0.0411

Priced from 2026-09-08 · Input $/M $0.075 · Output $/M $0.25

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

Result 70 of 187

Test T1695 at 2026-09-08

index-card information-extraction typed, printed, handwritten 20, 19 de, fr, en, la, el, fi, sv, pl index bibliographic

openrouter meta/muse-spark-1.3 · temp 0.0 · dataclass Document

Response vs ground truth

One model response from this run. The per-input comparison needs JavaScript.

Precision25.0%

Recall33.3%

True positives1

False positives3

False negatives2

F1 score29.0%

Total fields12

{"type":{"type":"Reference"},"author":{"last_name":"Montaghemi","first_name":"Nourhomadeh"},"publication":{"title":"Sonnenbichler - Montaghemi, Nourhomadeh","year":"","place":"","pages":"","publisher":"","format":"","editor":""},"library_reference":{"shelfmark":"","subjects":""}}

Scoring

F1 micro91.1%

F1 macro90.2%

Micro precision91.3%

Micro recall90.9%

Instances263

True positives2,196

False positives210

False negatives219

Speed

Model time, all inputs5234.2 s

Mean per input19.90 s

Slowest input47.48 s

Inputs timed263

Summed model time, not elapsed: requests run in parallel and the worker count is not recorded, so the run finished sooner than this.

Costs / Pricing

Input tokens454K

Output tokens630.8K

Total tokens1.1M

Input cost$0.5675

Output cost$2.68

Total cost$3.25

Priced from 2026-09-08 · Input $/M $1.25 · Output $/M $4.25

Cite: Hindermann, Marti, Alberto, et al., (2026). RISE-UNIBAS/humanities_data_benchmark, 10.5281/zenodo.21975827

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Test T1605 at 2026-09-16

Test T0493 at 2026-09-16

Test T0645 at 2026-09-16

Test T1650 at 2026-09-16

Test T1440 at 2026-09-16

Test T0526 at 2026-09-16

Test T0633 at 2026-09-16

Test T1740 at 2026-09-09

Test T1710 at 2026-09-08

Test T1695 at 2026-09-08

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Test T1605 at 2026-09-16

Test T0493 at 2026-09-16

Test T0645 at 2026-09-16

Test T1650 at 2026-09-16

Test T1440 at 2026-09-16

Test T0526 at 2026-09-16

Test T0633 at 2026-09-16

Test T1740 at 2026-09-09

Test T1710 at 2026-09-08

Test T1695 at 2026-09-08

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