Primary source: https://arxiv.org/html/2407.10362v3
Verified: 2026-10-12
Appendix B Table2; full public+private set, mean over3 model runs.
Human baseline tools allowed; models no tools. Human values from same table, not a language model.

L397: Table 2: Accuracy for all tasks/subtasks of LAB-Bench. Results are measured over the entire dataset (both public and private splits), and averaged over three runs per model.
L398:  | Human  | claude-3-5-sonnet-20240620  | claude-3-opus-20240229  | gemini-1.5-pro-001  | gpt-4o  | gpt-4-turbo  | claude-3-haiku-20240307  | Meta-Llama-3-70B-Instruct
L399: --- | --- | --- | --- | --- | --- | --- | --- | ---
L400: LitQA2  | 0.70  | 0.06  | 0.06  | 0.10  | 0.27  | 0.12  | 0.27  | 0.35
L401: SuppQA  | 0.85  | 0.02  | 0.02  | 0.01  | 0.13  | 0.06  | 0.18  | 0.20
L402: FigQA  | 0.77  | 0.46  | 0.24  | 0.25  | 0.29  | 0.25  | 0.23  | 0.00
L403: TableQA  | 0.84  | 0.83  | 0.67  | 0.59  | 0.71  | 0.54  | 0.49  | 0.00
L404: DbQA_dga_task-v1  | 0.67  | 0.00  | 0.00  | 0.00  | 0.16  | 0.05  | 0.15  | 0.25
L405: DbQA_gene_location_task-v1  | 0.88  | 0.00  | 0.00  | 0.03  | 0.31  | 0.12  | 0.18  | 0.20
L406: DbQA_mirna_targets_task-v1  | 0.82  | 0.00  | 0.00  | 0.00  | 0.10  | 0.01  | 0.15  | 0.29
L407: DbQA_mouse_tumor_gene_sets-v1  | 1.00  | 0.55  | 0.36  | 0.10  | 0.57  | 0.16  | 0.48  | 0.53
L408: DbQA_oncogenic_signatures_task-v1  | 1.00  | 0.14  | 0.12  | 0.04  | 0.25  | 0.06  | 0.24  | 0.20
L409: DbQA_tfbs_GTRD_task-v1  | 0.88  | 0.00  | 0.00  | 0.00  | 0.01  | 0.00  | 0.11  | 0.19
L410: DbQA_variant_from_sequence_task-v1  | 0.60  | 0.02  | 0.00  | 0.00  | 0.42  | 0.00  | 0.22  | 0.30
L411: DbQA_variant_multi_sequence_task-v1  | 0.23  | 0.09  | 0.05  | 0.00  | 0.06  | 0.00  | 0.14  | 0.07
L412: DbQA_vax_response_task-v1  | 0.91  | 0.21  | 0.14  | 0.13  | 0.33  | 0.06  | 0.32  | 0.15
L413: DbQA_viral_ppi_task-v1  | 0.90  | 0.00  | 0.00  | 0.00  | 0.26  | 0.02  | 0.27  | 0.40
L414: ProtocolQA  | 0.79  | 0.48  | 0.52  | 0.47  | 0.53  | 0.37  | 0.45  | 0.44
L415: SeqQA_ORF-seq-AAid-v1  | 0.91  | 0.07  | 0.03  | 0.02  | 0.16  | 0.07  | 0.17  | 0.19
L416: SeqQA_ORF-seq-AAseq-v1  | 0.88  | 0.87  | 0.67  | 0.41  | 0.50  | 0.39  | 0.57  | 0.49
L417: SeqQA_ORF-seq-numlen-v1  | 0.31  | 0.00  | 0.07  | 0.05  | 0.11  | 0.07  | 0.26  | 0.23
L418: SeqQA_ORF-transeff-v1  | 0.38  | 0.87  | 0.64  | 0.47  | 0.48  | 0.29  | 0.47  | 0.45
L419: SeqQA_PCR-gene-enzprimers-v1  | 0.83  | 0.57  | 0.75  | 0.47  | 0.60  | 0.49  | 0.61  | 0.58
L420: SeqQA_PCR-gene-gibshindprimers-v1  | 0.71  | 0.61  | 0.48  | 0.43  | 0.64  | 0.13  | 0.57  | 0.45
L421: SeqQA_PCR-gene-gibssmaprimers-v1  | 0.73  | 0.65  | 0.34  | 0.16  | 0.45  | 0.29  | 0.51  | 0.58
L422: SeqQA_PCR-geneprimers-enz-v1  | 0.94  | 0.73  | 0.76  | 0.66  | 0.74  | 0.66  | 0.83  | 0.37
L423: SeqQA_PCR-len-primers-v1  | 0.90  | 0.29  | 0.37  | 0.02  | 0.12  | 0.10  | 0.13  | 0.06
L424: SeqQA_PCR-primers-len-v1  | 0.90  | 0.35  | 0.29  | 0.15  | 0.13  | 0.19  | 0.26  | 0.21
L425: SeqQA_PCR-seq-enzprimers-v1  | 0.81  | 0.94  | 0.80  | 0.54  | 0.83  | 0.67  | 0.86  | 0.73
L426: SeqQA_PCR-seq-primers-v1  | 1.00  | 0.97  | 0.83  | 0.48  | 0.73  | 0.52  | 0.81  | 0.47
L427: SeqQA_Prop-seq-gcpercent-v1  | 1.00  | 0.59  | 0.45  | 0.39  | 0.29  | 0.18  | 0.39  | 0.35
L428: SeqQA_RE-seq-lenfrags-v1  | 0.83  | 0.12  | 0.13  | 0.07  | 0.17  | 0.07  | 0.21  | 0.19
L429: SeqQA_RE-seq-numfrags-v1  | 0.71  | 0.10  | 0.13  | 0.17  | 0.09  | 0.12  | 0.12  | 0.15
L430: CloningScenarios  | 0.60  | 0.28  | 0.27  | 0.10  | 0.28  | 0.09  | 0.26  | 0.24