FutureHouse
LAB-Bench2: Improved Benchmark for AI Systems Performing Biology Research
Edison Scientific's successor to LAB-Bench, covering literature, figures, tables, protocols and biological sequences. Official results are presented per subbenchmark, separating base/tools and input modes. SourceQuality was refreshed in March 2026; these are not the original LAB-Bench ProtocolQA results.
biology-researchliterature-qatextfigures
Status
curated
Saturation
unknown
Reproduction
not yet
Published results
188 results
Editor's note
Edison Scientific's successor to LAB-Bench, covering literature, figures, tables, protocols and biological sequences. Official results are presented per subbenchmark, separating base/tools and input modes. SourceQuality was refreshed in March 2026; these are not the original LAB-Bench ProtocolQA results.
Published results
Results are separated by evaluation version and source configuration. Scores in different sets are not a single comparable ranking.
Per-subbenchmark results; base/tools and input modes are separate. No suite-wide score is inferred from partial coverage. Counts, answer-format validity and uncertainty are not inferred from rounded scores. Dates reproduce the source table's Date column, not verified execution dates.
cloning · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 42.9% mean score | tools,high · file | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / tools,high / file 2026-01-27 |
| claude-opus-4-6 | 35.7% mean score | tools,high · file | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / tools,high / file 2026-03-22 |
| claude-opus-4-5 | 14.3% mean score | tools,high · file | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / tools,high / file 2026-03-22 |
| gpt-5-2 | 14.3% mean score | tools,high · file | Edison Scientific · LABBench2 · cloning gpt-5-2 / tools,high / file 2026-01-28 |
cloning · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 42.9% mean score | tools,high · inject | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / tools,high / inject 2026-03-22 |
| gemini-3-pro-preview | 35.7% mean score | tools,high · inject | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / tools,high / inject 2026-01-23 |
| claude-opus-4-5 | 28.6% mean score | tools,high · inject | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / tools,high / inject 2026-03-22 |
| gpt-5-2 | 28.6% mean score | tools,high · inject | Edison Scientific · LABBench2 · cloning gpt-5-2 / tools,high / inject 2026-01-23 |
| gpt-5-2-pro | 21.4% mean score | tools,high · inject | Edison Scientific · LABBench2 · cloning gpt-5-2-pro / tools,high / inject 2026-01-25 |
cloning · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 35.7% mean score | Base · file | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / — / file 2026-01-27 |
| gpt-5-2 | 21.4% mean score | Base · file | Edison Scientific · LABBench2 · cloning gpt-5-2 / — / file 2026-01-28 |
| claude-opus-4-5 | 14.3% mean score | Base · file | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / — / file 2026-03-20 |
| claude-opus-4-6 | 7.1% mean score | Base · file | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / — / file 2026-03-20 |
cloning · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 35.7% mean score | Base · inject | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / — / inject 2026-01-22 |
| gpt-5-2-pro | 28.6% mean score | Base · inject | Edison Scientific · LABBench2 · cloning gpt-5-2-pro / — / inject 2026-01-22 |
| claude-opus-4-6 | 21.4% mean score | Base · inject | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / — / inject 2026-03-20 |
| gpt-5-2 | 21.4% mean score | Base · inject | Edison Scientific · LABBench2 · cloning gpt-5-2 / — / inject 2026-01-22 |
| claude-opus-4-5 | 14.3% mean score | Base · inject | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / — / inject 2026-03-20 |
cloning · tools,high · retrieve
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-5 | 28.6% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / tools,high / retrieve 2026-03-22 |
| claude-opus-4-6 | 28.6% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / tools,high / retrieve 2026-03-22 |
| gpt-5-2 | 21.4% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · cloning gpt-5-2 / tools,high / retrieve 2026-01-26 |
| gpt-5-2-pro | 14.3% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · cloning gpt-5-2-pro / tools,high / retrieve 2026-01-26 |
| gemini-3-pro-preview | 7.1% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / tools,high / retrieve 2026-01-26 |
cloning · Base · retrieve
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-5 | 21.4% mean score | Base · retrieve | Edison Scientific · LABBench2 · cloning claude-opus-4-5 / — / retrieve 2026-03-20 |
| claude-opus-4-6 | 21.4% mean score | Base · retrieve | Edison Scientific · LABBench2 · cloning claude-opus-4-6 / — / retrieve 2026-03-20 |
| gemini-3-pro-preview | 21.4% mean score | Base · retrieve | Edison Scientific · LABBench2 · cloning gemini-3-pro-preview / — / retrieve 2026-01-26 |
| gpt-5-2-pro | 21.4% mean score | Base · retrieve | Edison Scientific · LABBench2 · cloning gpt-5-2-pro / — / retrieve 2026-01-26 |
dbqa2 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 45.3% mean score | tools,high · inject | Edison Scientific · LABBench2 · dbqa2 gemini-3-pro-preview / tools,high / inject 2026-01-26 |
| gpt-5-2 | 30.2% mean score | tools,high · inject | Edison Scientific · LABBench2 · dbqa2 gpt-5-2 / tools,high / inject 2026-01-25 |
| claude-opus-4-6 | 27.9% mean score | tools,high · inject | Edison Scientific · LABBench2 · dbqa2 claude-opus-4-6 / tools,high / inject 2026-03-22 |
| claude-opus-4-5 | 19.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · dbqa2 claude-opus-4-5 / tools,high / inject 2026-03-22 |
| gpt-5-2-pro | 10.5% mean score | tools,high · inject | Edison Scientific · LABBench2 · dbqa2 gpt-5-2-pro / tools,high / inject 2026-01-25 |
dbqa2 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 9.3% mean score | Base · inject | Edison Scientific · LABBench2 · dbqa2 claude-opus-4-6 / — / inject 2026-03-20 |
| gemini-3-pro-preview | 7.0% mean score | Base · inject | Edison Scientific · LABBench2 · dbqa2 gemini-3-pro-preview / — / inject 2026-01-22 |
| gpt-5-2-pro | 7.0% mean score | Base · inject | Edison Scientific · LABBench2 · dbqa2 gpt-5-2-pro / — / inject 2026-01-22 |
| gpt-5-2 | 7.0% mean score | Base · inject | Edison Scientific · LABBench2 · dbqa2 gpt-5-2 / — / inject 2026-01-22 |
| claude-opus-4-5 | 5.8% mean score | Base · inject | Edison Scientific · LABBench2 · dbqa2 claude-opus-4-5 / — / inject 2026-03-20 |
figqa2 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2 | 42.6% mean score | tools,high · inject | Edison Scientific · LABBench2 · figqa2 gpt-5-2 / tools,high / inject 2026-02-03 |
| gpt-5-2-pro | 34.7% mean score | tools,high · inject | Edison Scientific · LABBench2 · figqa2 gpt-5-2-pro / tools,high / inject 2026-02-03 |
| claude-opus-4-6 | 28.7% mean score | tools,high · inject | Edison Scientific · LABBench2 · figqa2 claude-opus-4-6 / tools,high / inject 2026-03-22 |
| claude-opus-4-5 | 25.7% mean score | tools,high · inject | Edison Scientific · LABBench2 · figqa2 claude-opus-4-5 / tools,high / inject 2026-03-22 |
| gemini-3-pro-preview | 23.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · figqa2 gemini-3-pro-preview / tools,high / inject 2026-02-03 |
figqa2 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 11.9% mean score | Base · inject | Edison Scientific · LABBench2 · figqa2 gpt-5-2-pro / — / inject 2026-02-03 |
| gpt-5-2 | 11.9% mean score | Base · inject | Edison Scientific · LABBench2 · figqa2 gpt-5-2 / — / inject 2026-02-03 |
| claude-opus-4-6 | 10.9% mean score | Base · inject | Edison Scientific · LABBench2 · figqa2 claude-opus-4-6 / — / inject 2026-03-20 |
| gemini-3-pro-preview | 10.9% mean score | Base · inject | Edison Scientific · LABBench2 · figqa2 gemini-3-pro-preview / — / inject 2026-02-03 |
| claude-opus-4-5 | 7.9% mean score | Base · inject | Edison Scientific · LABBench2 · figqa2 claude-opus-4-5 / — / inject 2026-03-20 |
figqa2-img · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2 | 66.3% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-img gpt-5-2 / tools,high / file 2026-02-03 |
| gpt-5-2-pro | 59.4% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-img gpt-5-2-pro / tools,high / file 2026-02-03 |
| gemini-3-pro-preview | 54.5% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-img gemini-3-pro-preview / tools,high / file 2026-02-03 |
| claude-opus-4-5 | 44.6% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-img claude-opus-4-5 / tools,high / file 2026-03-22 |
| claude-opus-4-6 | 40.6% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-img claude-opus-4-6 / tools,high / file 2026-03-22 |
figqa2-img · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 61.4% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-img gpt-5-2-pro / — / file 2026-02-03 |
| gemini-3-pro-preview | 60.4% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-img gemini-3-pro-preview / — / file 2026-02-03 |
| gpt-5-2 | 56.4% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-img gpt-5-2 / — / file 2026-02-03 |
| claude-opus-4-5 | 42.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-img claude-opus-4-5 / — / file 2026-03-20 |
| claude-opus-4-6 | 41.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-img claude-opus-4-6 / — / file 2026-03-20 |
figqa2-pdf · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2 | 64.4% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-pdf gpt-5-2 / tools,high / file 2026-02-03 |
| gpt-5-2-pro | 43.6% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-pdf gpt-5-2-pro / tools,high / file 2026-02-03 |
| claude-opus-4-5 | 38.6% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-pdf claude-opus-4-5 / tools,high / file 2026-03-22 |
| claude-opus-4-6 | 36.6% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-pdf claude-opus-4-6 / tools,high / file 2026-03-22 |
| gemini-3-pro-preview | 33.7% mean score | tools,high · file | Edison Scientific · LABBench2 · figqa2-pdf gemini-3-pro-preview / tools,high / file 2026-02-03 |
figqa2-pdf · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 41.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-pdf gemini-3-pro-preview / — / file 2026-02-03 |
| claude-opus-4-6 | 39.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-pdf claude-opus-4-6 / — / file 2026-03-20 |
| gpt-5-2-pro | 39.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-pdf gpt-5-2-pro / — / file 2026-02-03 |
| gpt-5-2 | 36.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-pdf gpt-5-2 / — / file 2026-02-03 |
| claude-opus-4-5 | 35.6% mean score | Base · file | Edison Scientific · LABBench2 · figqa2-pdf claude-opus-4-5 / — / file 2026-03-20 |
litqa3 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 85.1% mean score | tools,high · inject | Edison Scientific · LABBench2 · litqa3 gpt-5-2-pro / tools,high / inject 2026-02-03 |
| gpt-5-2 | 81.5% mean score | tools,high · inject | Edison Scientific · LABBench2 · litqa3 gpt-5-2 / tools,high / inject 2026-02-03 |
| claude-opus-4-6 | 75.6% mean score | tools,high · inject | Edison Scientific · LABBench2 · litqa3 claude-opus-4-6 / tools,high / inject 2026-03-22 |
| gemini-3-pro-preview | 74.4% mean score | tools,high · inject | Edison Scientific · LABBench2 · litqa3 gemini-3-pro-preview / tools,high / inject 2026-02-03 |
| claude-opus-4-5 | 73.2% mean score | tools,high · inject | Edison Scientific · LABBench2 · litqa3 claude-opus-4-5 / tools,high / inject 2026-03-22 |
litqa3 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2 | 19.6% mean score | Base · inject | Edison Scientific · LABBench2 · litqa3 gpt-5-2 / — / inject 2026-02-03 |
| claude-opus-4-6 | 18.5% mean score | Base · inject | Edison Scientific · LABBench2 · litqa3 claude-opus-4-6 / — / inject 2026-03-20 |
| gemini-3-pro-preview | 18.5% mean score | Base · inject | Edison Scientific · LABBench2 · litqa3 gemini-3-pro-preview / — / inject 2026-02-03 |
| gpt-5-2-pro | 17.9% mean score | Base · inject | Edison Scientific · LABBench2 · litqa3 gpt-5-2-pro / — / inject 2026-02-03 |
| claude-opus-4-5 | 14.3% mean score | Base · inject | Edison Scientific · LABBench2 · litqa3 claude-opus-4-5 / — / inject 2026-03-20 |
patentqa · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 90.9% mean score | tools,high · inject | Edison Scientific · LABBench2 · patentqa gpt-5-2-pro / tools,high / inject 2026-02-03 |
| gpt-5-2 | 80.2% mean score | tools,high · inject | Edison Scientific · LABBench2 · patentqa gpt-5-2 / tools,high / inject 2026-02-03 |
| claude-opus-4-6 | 57.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · patentqa claude-opus-4-6 / tools,high / inject 2026-03-22 |
| claude-opus-4-5 | 43.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · patentqa claude-opus-4-5 / tools,high / inject 2026-03-22 |
| gemini-3-pro-preview | 43.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · patentqa gemini-3-pro-preview / tools,high / inject 2026-02-03 |
patentqa · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 21.5% mean score | Base · inject | Edison Scientific · LABBench2 · patentqa gemini-3-pro-preview / — / inject 2026-02-03 |
| gpt-5-2-pro | 18.2% mean score | Base · inject | Edison Scientific · LABBench2 · patentqa gpt-5-2-pro / — / inject 2026-02-03 |
| claude-opus-4-6 | 17.4% mean score | Base · inject | Edison Scientific · LABBench2 · patentqa claude-opus-4-6 / — / inject 2026-03-20 |
| gpt-5-2 | 16.5% mean score | Base · inject | Edison Scientific · LABBench2 · patentqa gpt-5-2 / — / inject 2026-02-03 |
| claude-opus-4-5 | 9.9% mean score | Base · inject | Edison Scientific · LABBench2 · patentqa claude-opus-4-5 / — / inject 2026-03-20 |
protocolqa2 · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 61.6% mean score | tools,high · file | Edison Scientific · LABBench2 · protocolqa2 gemini-3-pro-preview / tools,high / file 2026-01-27 |
| claude-opus-4-6 | 58.4% mean score | tools,high · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-6 / tools,high / file 2026-03-22 |
| claude-opus-4-5 | 51.2% mean score | tools,high · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-5 / tools,high / file 2026-03-22 |
| gpt-5-2-pro | 50.4% mean score | tools,high · file | Edison Scientific · LABBench2 · protocolqa2 gpt-5-2-pro / tools,high / file 2026-01-26 |
| gpt-5-2 | 41.6% mean score | tools,high · file | Edison Scientific · LABBench2 · protocolqa2 gpt-5-2 / tools,high / file 2026-01-27 |
protocolqa2 · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 53.6% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-6 / — / file 2026-03-20 |
| gemini-3-pro-preview | 53.6% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 gemini-3-pro-preview / — / file 2026-01-27 |
| claude-opus-4-5_retry | 48.4% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-5_retry / — / file 2026-01-26 |
| gpt-5-2-pro | 47.2% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 gpt-5-2-pro / — / file 2026-01-27 |
| gpt-5-2 | 36.0% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 gpt-5-2 / — / file 2026-01-27 |
| claude-opus-4-5 | 32.8% mean score | Base · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-5 / — / file 2026-03-20 |
protocolqa2 · tools,high_retry · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 50.0% mean score | tools,high_retry · file | Edison Scientific · LABBench2 · protocolqa2 gpt-5-2-pro / tools,high_retry / file 2026-01-27 |
| claude-opus-4-5 | 31.4% mean score | tools,high_retry · file | Edison Scientific · LABBench2 · protocolqa2 claude-opus-4-5 / tools,high_retry / file 2026-01-26 |
seqqa2 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 52.5% mean score | tools,high · inject | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / tools,high / inject 2026-01-27 |
| gpt-5-2 | 49.5% mean score | tools,high · inject | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / tools,high / inject 2026-01-25 |
| gpt-5-2-pro | 46.3% mean score | tools,high · inject | Edison Scientific · LABBench2 · seqqa2 gpt-5-2-pro / tools,high / inject 2026-01-25 |
| claude-opus-4-6 | 44.3% mean score | tools,high · inject | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-6 / tools,high / inject 2026-03-23 |
| claude-opus-4-5 | 42.7% mean score | tools,high · inject | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5 / tools,high / inject 2026-03-22 |
seqqa2 · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 52.2% mean score | tools,high · file | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / tools,high / file 2026-01-24 |
| claude-opus-4-5 | 45.5% mean score | tools,high · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5 / tools,high / file 2026-03-22 |
| gpt-5-2 | 44.3% mean score | tools,high · file | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / tools,high / file 2026-01-28 |
| claude-opus-4-6 | 44.0% mean score | tools,high · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-6 / tools,high / file 2026-03-23 |
seqqa2 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 49.2% mean score | Base · inject | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / — / inject 2026-01-24 |
| gpt-5-2-pro | 44.5% mean score | Base · inject | Edison Scientific · LABBench2 · seqqa2 gpt-5-2-pro / — / inject 2026-01-24 |
| claude-opus-4-6 | 34.5% mean score | Base · inject | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-6 / — / inject 2026-03-20 |
| claude-opus-4-5 | 30.7% mean score | Base · inject | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5 / — / inject 2026-03-20 |
| gpt-5-2 | 25.3% mean score | Base · inject | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / — / inject 2026-01-28 |
seqqa2 · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 48.7% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / — / file 2026-01-24 |
| claude-opus-4-5 | 27.0% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5 / — / file 2026-03-20 |
| claude-opus-4-6 | 26.0% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-6 / — / file 2026-03-20 |
| gpt-5-2 | 25.5% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / — / file 2026-01-28 |
| claude-opus-4-5_retry_retry | 15.9% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5_retry_retry / — / file 2026-01-25 |
| claude-opus-4-5_retry | 5.1% mean score | Base · file | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5_retry / — / file 2026-01-25 |
seqqa2 · Base · retrieve
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 12.0% mean score | Base · retrieve | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / — / retrieve 2026-01-25 |
| gpt-5-2 | 9.5% mean score | Base · retrieve | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / — / retrieve 2026-01-25 |
| gpt-5-2-pro | 7.5% mean score | Base · retrieve | Edison Scientific · LABBench2 · seqqa2 gpt-5-2-pro / — / retrieve 2026-01-25 |
| claude-opus-4-6 | 3.0% mean score | Base · retrieve | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-6 / — / retrieve 2026-03-20 |
| claude-opus-4-5 | 2.0% mean score | Base · retrieve | Edison Scientific · LABBench2 · seqqa2 claude-opus-4-5 / — / retrieve 2026-03-20 |
seqqa2 · tools,high · retrieve
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 12.0% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · seqqa2 gemini-3-pro-preview / tools,high / retrieve 2026-01-25 |
| gpt-5-2-pro | 9.5% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · seqqa2 gpt-5-2-pro / tools,high / retrieve 2026-01-27 |
| gpt-5-2 | 8.0% mean score | tools,high · retrieve | Edison Scientific · LABBench2 · seqqa2 gpt-5-2 / tools,high / retrieve 2026-01-25 |
seqqa2 · tools,high_retry · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 0.9% mean score | tools,high_retry · inject | Edison Scientific · LABBench2 · seqqa2 gpt-5-2-pro / tools,high_retry / inject 2026-01-25 |
sourcequality · code,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 90.0% mean score | code,high · file | Edison Scientific · LABBench2 · sourcequality gemini-3-pro-preview / code,high / file 2026-03-13 |
| gpt-5-2-pro | 76.0% mean score | code,high · file | Edison Scientific · LABBench2 · sourcequality gpt-5-2-pro / code,high / file 2026-03-13 |
| gpt-5-2 | 72.0% mean score | code,high · file | Edison Scientific · LABBench2 · sourcequality gpt-5-2 / code,high / file 2026-03-13 |
| claude-opus-4-6 | 67.3% mean score | code,high · file | Edison Scientific · LABBench2 · sourcequality claude-opus-4-6 / code,high / file 2026-03-23 |
| claude-opus-4-5 | 62.0% mean score | code,high · file | Edison Scientific · LABBench2 · sourcequality claude-opus-4-5 / code,high / file 2026-03-23 |
sourcequality · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 88.7% mean score | Base · file | Edison Scientific · LABBench2 · sourcequality gemini-3-pro-preview / — / file 2026-03-13 |
| gpt-5-2-pro | 80.7% mean score | Base · file | Edison Scientific · LABBench2 · sourcequality gpt-5-2-pro / — / file 2026-03-13 |
| gpt-5-2 | 79.3% mean score | Base · file | Edison Scientific · LABBench2 · sourcequality gpt-5-2 / — / file 2026-03-13 |
| claude-opus-4-5 | 66.0% mean score | Base · file | Edison Scientific · LABBench2 · sourcequality claude-opus-4-5 / — / file 2026-03-20 |
| claude-opus-4-6 | 60.7% mean score | Base · file | Edison Scientific · LABBench2 · sourcequality claude-opus-4-6 / — / file 2026-03-20 |
suppqa2 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 36.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · suppqa2 gpt-5-2-pro / tools,high / inject 2026-01-26 |
| gpt-5-2 | 34.4% mean score | tools,high · inject | Edison Scientific · LABBench2 · suppqa2 gpt-5-2 / tools,high / inject 2026-01-26 |
| gemini-3-pro-preview | 30.4% mean score | tools,high · inject | Edison Scientific · LABBench2 · suppqa2 gemini-3-pro-preview / tools,high / inject 2026-01-26 |
| claude-opus-4-6 | 24.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · suppqa2 claude-opus-4-6 / tools,high / inject 2026-03-23 |
| claude-opus-4-5 | 16.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · suppqa2 claude-opus-4-5 / tools,high / inject 2026-03-22 |
suppqa2 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 5.6% mean score | Base · inject | Edison Scientific · LABBench2 · suppqa2 claude-opus-4-6 / — / inject 2026-03-20 |
| gemini-3-pro-preview | 5.6% mean score | Base · inject | Edison Scientific · LABBench2 · suppqa2 gemini-3-pro-preview / — / inject 2026-01-26 |
| gpt-5-2 | 5.6% mean score | Base · inject | Edison Scientific · LABBench2 · suppqa2 gpt-5-2 / — / inject 2026-01-26 |
| gpt-5-2-pro | 4.0% mean score | Base · inject | Edison Scientific · LABBench2 · suppqa2 gpt-5-2-pro / — / inject 2026-01-26 |
tableqa2 · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 70.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · tableqa2 gpt-5-2-pro / tools,high / inject 2026-02-03 |
| gemini-3-pro-preview | 63.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · tableqa2 gemini-3-pro-preview / tools,high / inject 2026-02-03 |
| gpt-5-2 | 63.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · tableqa2 gpt-5-2 / tools,high / inject 2026-02-03 |
| claude-opus-4-6 | 59.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · tableqa2 claude-opus-4-6 / tools,high / inject 2026-03-23 |
| claude-opus-4-5 | 45.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · tableqa2 claude-opus-4-5 / tools,high / inject 2026-03-22 |
tableqa2 · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2 | 10.0% mean score | Base · inject | Edison Scientific · LABBench2 · tableqa2 gpt-5-2 / — / inject 2026-02-03 |
| claude-opus-4-6 | 9.0% mean score | Base · inject | Edison Scientific · LABBench2 · tableqa2 claude-opus-4-6 / — / inject 2026-03-20 |
| gpt-5-2-pro | 9.0% mean score | Base · inject | Edison Scientific · LABBench2 · tableqa2 gpt-5-2-pro / — / inject 2026-02-03 |
| gemini-3-pro-preview | 8.0% mean score | Base · inject | Edison Scientific · LABBench2 · tableqa2 gemini-3-pro-preview / — / inject 2026-02-03 |
| claude-opus-4-5 | 4.0% mean score | Base · inject | Edison Scientific · LABBench2 · tableqa2 claude-opus-4-5 / — / inject 2026-03-20 |
tableqa2-img · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-5 | 95.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-img claude-opus-4-5 / tools,high / file 2026-03-22 |
| gemini-3-pro-preview | 95.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-img gemini-3-pro-preview / tools,high / file 2026-02-03 |
| gpt-5-2 | 95.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-img gpt-5-2 / tools,high / file 2026-02-03 |
| gpt-5-2-pro | 94.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-img gpt-5-2-pro / tools,high / file 2026-02-03 |
| claude-opus-4-6 | 93.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-img claude-opus-4-6 / tools,high / file 2026-03-23 |
tableqa2-img · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 94.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-img gpt-5-2-pro / — / file 2026-02-03 |
| gemini-3-pro-preview | 93.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-img gemini-3-pro-preview / — / file 2026-02-03 |
| gpt-5-2 | 93.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-img gpt-5-2 / — / file 2026-02-03 |
| claude-opus-4-5 | 92.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-img claude-opus-4-5 / — / file 2026-03-20 |
| claude-opus-4-6 | 91.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-img claude-opus-4-6 / — / file 2026-03-20 |
tableqa2-pdf · tools,high · file
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 88.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-pdf claude-opus-4-6 / tools,high / file 2026-03-23 |
| gemini-3-pro-preview | 88.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-pdf gemini-3-pro-preview / tools,high / file 2026-02-03 |
| claude-opus-4-5 | 85.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-pdf claude-opus-4-5 / tools,high / file 2026-03-22 |
| gpt-5-2 | 84.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-pdf gpt-5-2 / tools,high / file 2026-02-03 |
| gpt-5-2-pro | 80.0% mean score | tools,high · file | Edison Scientific · LABBench2 · tableqa2-pdf gpt-5-2-pro / tools,high / file 2026-02-03 |
tableqa2-pdf · Base · file
| Model | Score | Variant | Source |
|---|---|---|---|
| gemini-3-pro-preview | 88.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-pdf gemini-3-pro-preview / — / file 2026-02-03 |
| gpt-5-2-pro | 82.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-pdf gpt-5-2-pro / — / file 2026-02-03 |
| claude-opus-4-6 | 81.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-pdf claude-opus-4-6 / — / file 2026-03-20 |
| gpt-5-2 | 76.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-pdf gpt-5-2 / — / file 2026-02-03 |
| claude-opus-4-5 | 75.0% mean score | Base · file | Edison Scientific · LABBench2 · tableqa2-pdf claude-opus-4-5 / — / file 2026-03-20 |
trialqa · tools,high · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| gpt-5-2-pro | 93.3% mean score | tools,high · inject | Edison Scientific · LABBench2 · trialqa gpt-5-2-pro / tools,high / inject 2026-02-03 |
| gpt-5-2 | 90.8% mean score | tools,high · inject | Edison Scientific · LABBench2 · trialqa gpt-5-2 / tools,high / inject 2026-02-03 |
| gemini-3-pro-preview | 80.0% mean score | tools,high · inject | Edison Scientific · LABBench2 · trialqa gemini-3-pro-preview / tools,high / inject 2026-02-03 |
| claude-opus-4-6 | 49.2% mean score | tools,high · inject | Edison Scientific · LABBench2 · trialqa claude-opus-4-6 / tools,high / inject 2026-03-23 |
| claude-opus-4-5 | 47.5% mean score | tools,high · inject | Edison Scientific · LABBench2 · trialqa claude-opus-4-5 / tools,high / inject 2026-03-22 |
trialqa · Base · inject
| Model | Score | Variant | Source |
|---|---|---|---|
| claude-opus-4-6 | 30.0% mean score | Base · inject | Edison Scientific · LABBench2 · trialqa claude-opus-4-6 / — / inject 2026-03-20 |
| gpt-5-2-pro | 26.7% mean score | Base · inject | Edison Scientific · LABBench2 · trialqa gpt-5-2-pro / — / inject 2026-02-03 |
| gemini-3-pro-preview | 24.2% mean score | Base · inject | Edison Scientific · LABBench2 · trialqa gemini-3-pro-preview / — / inject 2026-02-03 |
| gpt-5-2 | 22.5% mean score | Base · inject | Edison Scientific · LABBench2 · trialqa gpt-5-2 / — / inject 2026-02-03 |
| claude-opus-4-5 | 16.7% mean score | Base · inject | Edison Scientific · LABBench2 · trialqa claude-opus-4-5 / — / inject 2026-03-20 |
Sources
- external Edison Scientific · LABBench2 · cloning
- external Edison Scientific · LABBench2 · dbqa2
- external Edison Scientific · LABBench2 · figqa2
- external Edison Scientific · LABBench2 · figqa2-img
- external Edison Scientific · LABBench2 · figqa2-pdf
- external Edison Scientific · LABBench2 · litqa3
- external Edison Scientific · LABBench2 · patentqa
- external Edison Scientific · LABBench2 · protocolqa2
- external Edison Scientific · LABBench2 · seqqa2
- external Edison Scientific · LABBench2 · sourcequality
- external Edison Scientific · LABBench2 · suppqa2
- external Edison Scientific · LABBench2 · tableqa2
- external Edison Scientific · LABBench2 · tableqa2-img
- external Edison Scientific · LABBench2 · tableqa2-pdf
- external Edison Scientific · LABBench2 · trialqa
- paper benchmark paper