# Comprehensive Data Intelligence on Aggregated Benchmarks (DABench, DSBench, TableBench, DABStep-R)

Source: [Comprehensive Data Intelligence on Aggregated Benchmarks (DABench, DSBench, TableBench, DABStep-R)](<https://www.sota2.com/research/sota/comprehensive-data-intelligence-on-aggregated-benchmarks-dabench-dsbench-tablebench-dabstep-r>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-16T10:25:20.995Z

Performance evaluation across the combined suite of DABench, DSBench, TableBench, and DABStep-R, focusing on comprehensive data intelligence capabilities, measured by Overall and GR scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Comprehensive Data Intelligence |
| Dataset (including any stated split) | Aggregated Benchmarks (DABench, DSBench, TableBench, DABStep-R) |
| Metric | Overall Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Overall Score](<https://www.sota2.com/research/sota/comprehensive-data-intelligence-on-aggregated-benchmarks-dabench-dsbench-tablebench-dabstep-r.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

- [GR Score](<https://www.sota2.com/research/sota/comprehensive-data-intelligence-on-aggregated-benchmarks-dabench-dsbench-tablebench-dabstep-r.md?metric=GR%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Score | Result date | Report paper |
| --- | --- | --- | --- |
| VeriGraph-8B | 73.68 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Claude-4.5-Opus | 73.22 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| GPT-5.4 | 72.01 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Claude-4.5-Sonnet | 71.17 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-32B | 70.98 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| DeepAnalyze | 66.54 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| GPT-5.2 | 64.98 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-30B-A3B | 64.36 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| QwQ-32B | 63.43 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-8B | 62.35 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Claude-4.5-Opus | 58.85 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Claude-4.5-Sonnet | 56.27 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Gemini-2.5-Pro | 55.86 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| DataMind | 55.06 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-32B | 53.8 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-30B-A3B | 53.18 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| Qwen3-Coder-30B | 51.25 | Not recorded | 6a30d8e4d33dfb23e783d025 |
| GPT-5.2 | 48.75 | Not recorded | 6a30d8e4d33dfb23e783d025 |

### VeriGraph-8B

Overall Score: 73.68. Result ID: 6a31247bfbc373592c2e3379.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Specialized data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✓"}. This record does not assert independent reproduction.

### Claude-4.5-Opus

Overall Score: 73.22. Result ID: 6a31247bfbc373592c2e3371.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### GPT-5.4

Overall Score: 72.01. Result ID: 6a31247bfbc373592c2e336f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Claude-4.5-Sonnet

Overall Score: 71.17. Result ID: 6a31247bfbc373592c2e3370.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-32B

Overall Score: 70.98. Result ID: 6a31247bfbc373592c2e3375.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### DeepAnalyze

Overall Score: 66.54. Result ID: 6a31247bfbc373592c2e3378.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c561e209131cea8da41.md>)

Recorded evaluation configuration: {"Category":"Specialized data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### GPT-5.2

Overall Score: 64.98. Result ID: 6a31247bfbc373592c2e336e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-30B-A3B

Overall Score: 64.36. Result ID: 6a31247bfbc373592c2e3376.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### QwQ-32B

Overall Score: 63.43. Result ID: 6a31247bfbc373592c2e3374.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-8B

Overall Score: 62.35. Result ID: 6a31247bfbc373592c2e3372.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Claude-4.5-Opus

Overall Score: 58.85. Result ID: 6a31247bfbc373592c2e336b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Claude-4.5-Sonnet

Overall Score: 56.27. Result ID: 6a31247bfbc373592c2e336a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Gemini-2.5-Pro

Overall Score: 55.86. Result ID: 6a31247bfbc373592c2e3369.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### DataMind

Overall Score: 55.06. Result ID: 6a31247bfbc373592c2e3377.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7baf1e209131cea89dd7.md>)

Recorded evaluation configuration: {"Category":"Specialized data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-32B

Overall Score: 53.8. Result ID: 6a31247bfbc373592c2e336c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-30B-A3B

Overall Score: 53.18. Result ID: 6a31247bfbc373592c2e336d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### Qwen3-Coder-30B

Overall Score: 51.25. Result ID: 6a31247bfbc373592c2e3373.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"ReAct data agents","Traceability (Comp.)":"✓","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

### GPT-5.2

Overall Score: 48.75. Result ID: 6a31247bfbc373592c2e3368.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e4d33dfb23e783d025.md>)

Recorded evaluation configuration: {"Category":"Direct inference","Traceability (Comp.)":"✗","Traceability (Deriv.)":"✗"}. This record does not assert independent reproduction.

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