# Game Playing on Go (round-robin)

Source: [Game Playing on Go (round-robin)](<https://www.sota2.com/research/sota/game-playing-on-go-round-robin>)

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

Data updated: 2026-02-26T05:36:27.571Z

Evaluation of agent performance in the game of Go using a round-robin methodology, typically measured by Win-Loss records and search efficiency (trials per move).

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 | Game Playing |
| Dataset (including any stated split) | Go (round-robin) |
| Metric | Avg Trials per Move |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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

- [Avg Trials per Move](<https://www.sota2.com/research/sota/game-playing-on-go-round-robin.md?metric=Avg%20Trials%20per%20Move>): Higher is better; unit: SCALAR.

- [Win Rate](<https://www.sota2.com/research/sota/game-playing-on-go-round-robin.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg Trials per Move | Result date | Report paper |
| --- | --- | --- | --- |
| AR-BTS | 5375 | Not recorded | 68fa72df1e209131cea5910e |
| AR-BTS | 5375 | Not recorded | 68fa72df1e209131cea5910e |
| AR-BTS | 5375 | Not recorded | 68fa72df1e209131cea5910e |
| AR-BTS | 5375 | Not recorded | 68fa72df1e209131cea5910e |
| AR-BTS | 5375 | Not recorded | 68fa72df1e209131cea5910e |
| AR-TENTS | 5206 | Not recorded | 68fa72df1e209131cea5910e |
| AR-TENTS | 5206 | Not recorded | 68fa72df1e209131cea5910e |
| AR-TENTS | 5206 | Not recorded | 68fa72df1e209131cea5910e |
| AR-TENTS | 5206 | Not recorded | 68fa72df1e209131cea5910e |
| AR-TENTS | 5206 | Not recorded | 68fa72df1e209131cea5910e |
| AR-MENTS | 4851 | Not recorded | 68fa72df1e209131cea5910e |
| AR-MENTS | 4851 | Not recorded | 68fa72df1e209131cea5910e |
| AR-MENTS | 4851 | Not recorded | 68fa72df1e209131cea5910e |
| AR-MENTS | 4851 | Not recorded | 68fa72df1e209131cea5910e |
| AR-MENTS | 4851 | Not recorded | 68fa72df1e209131cea5910e |
| AR-DENTS | 4677 | Not recorded | 68fa72df1e209131cea5910e |
| AR-DENTS | 4677 | Not recorded | 68fa72df1e209131cea5910e |
| AR-DENTS | 4677 | Not recorded | 68fa72df1e209131cea5910e |
| AR-DENTS | 4677 | Not recorded | 68fa72df1e209131cea5910e |
| AR-DENTS | 4677 | Not recorded | 68fa72df1e209131cea5910e |
| AR-RENTS | 3672 | Not recorded | 68fa72df1e209131cea5910e |
| AR-RENTS | 3672 | Not recorded | 68fa72df1e209131cea5910e |
| AR-RENTS | 3672 | Not recorded | 68fa72df1e209131cea5910e |
| AR-RENTS | 3672 | Not recorded | 68fa72df1e209131cea5910e |
| AR-RENTS | 3672 | Not recorded | 68fa72df1e209131cea5910e |
| PUCT | 1054 | Not recorded | 68fa72df1e209131cea5910e |
| PUCT | 1054 | Not recorded | 68fa72df1e209131cea5910e |
| PUCT | 1054 | Not recorded | 68fa72df1e209131cea5910e |
| PUCT | 1054 | Not recorded | 68fa72df1e209131cea5910e |
| PUCT | 1054 | Not recorded | 68fa72df1e209131cea5910e |

### AR-BTS

Avg Trials per Move: 5375. Result ID: 6992a1233a6c31484910411d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"PUCT","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-BTS

Avg Trials per Move: 5375. Result ID: 6992a1233a6c31484910411e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-MENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-BTS

Avg Trials per Move: 5375. Result ID: 6992a1233a6c31484910411f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-RENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-BTS

Avg Trials per Move: 5375. Result ID: 6992a1233a6c314849104120.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-TENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-BTS

Avg Trials per Move: 5375. Result ID: 6992a1233a6c314849104121.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-DENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-TENTS

Avg Trials per Move: 5206. Result ID: 6992a1233a6c314849104118.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"PUCT","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-TENTS

Avg Trials per Move: 5206. Result ID: 6992a1233a6c314849104119.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-MENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-TENTS

Avg Trials per Move: 5206. Result ID: 6992a1233a6c31484910411a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-RENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-TENTS

Avg Trials per Move: 5206. Result ID: 6992a1233a6c31484910411b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-BTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-TENTS

Avg Trials per Move: 5206. Result ID: 6992a1233a6c31484910411c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-DENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-MENTS

Avg Trials per Move: 4851. Result ID: 6992a1233a6c31484910410e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"PUCT","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-MENTS

Avg Trials per Move: 4851. Result ID: 6992a1233a6c31484910410f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-RENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-MENTS

Avg Trials per Move: 4851. Result ID: 6992a1233a6c314849104110.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-TENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-MENTS

Avg Trials per Move: 4851. Result ID: 6992a1233a6c314849104111.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-BTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-MENTS

Avg Trials per Move: 4851. Result ID: 6992a1233a6c314849104112.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-DENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-DENTS

Avg Trials per Move: 4677. Result ID: 6992a1233a6c314849104122.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"PUCT","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-DENTS

Avg Trials per Move: 4677. Result ID: 6992a1233a6c314849104123.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-MENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-DENTS

Avg Trials per Move: 4677. Result ID: 6992a1233a6c314849104124.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-RENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-DENTS

Avg Trials per Move: 4677. Result ID: 6992a1233a6c314849104125.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-TENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-DENTS

Avg Trials per Move: 4677. Result ID: 6992a1233a6c314849104126.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Implementation](<https://github.com/MWPainter/thts-plus-plus/tree/xpr_go>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-BTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-RENTS

Avg Trials per Move: 3672. Result ID: 6992a1233a6c314849104113.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"PUCT","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-RENTS

Avg Trials per Move: 3672. Result ID: 6992a1233a6c314849104114.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-MENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-RENTS

Avg Trials per Move: 3672. Result ID: 6992a1233a6c314849104115.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-TENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-RENTS

Avg Trials per Move: 3672. Result ID: 6992a1233a6c314849104116.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-BTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### AR-RENTS

Avg Trials per Move: 3672. Result ID: 6992a1233a6c314849104117.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69491e209131cea212ea.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-DENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### PUCT

Avg Trials per Move: 1054. Result ID: 6992a1233a6c314849104109.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-MENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### PUCT

Avg Trials per Move: 1054. Result ID: 6992a1233a6c31484910410a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-RENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### PUCT

Avg Trials per Move: 1054. Result ID: 6992a1233a6c31484910410b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-TENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### PUCT

Avg Trials per Move: 1054. Result ID: 6992a1233a6c31484910410c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-BTS","Opponent Color":"White"}. This record does not assert independent reproduction.

### PUCT

Avg Trials per Move: 1054. Result ID: 6992a1233a6c31484910410d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5910e.md>)

Recorded evaluation configuration: {"Player Color":"Black","Opponent":"AR-DENTS","Opponent Color":"White"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.