# Unsupervised Document Hashing on Reuters

Source: [Unsupervised Document Hashing on Reuters](<https://www.sota2.com/research/sota/unsupervised-document-hashing-on-reuters>)

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

Data updated: 2026-02-26T05:58:17.951Z

Evaluation of unsupervised document hashing performance on the Reuters dataset, measured by precision.

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 | Unsupervised document hashing |
| Dataset (including any stated split) | Reuters |
| Metric | Precision |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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

- [Precision](<https://www.sota2.com/research/sota/unsupervised-document-hashing-on-reuters.md?metric=Precision>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| SNUH | 0.8624 | Not recorded | 68fa6a031e209131cea2564e |
| AMMI | 0.8602 | Not recorded | 68fa6a031e209131cea2564e |
| SNUH | 0.856 | Not recorded | 68fa6a031e209131cea2564e |
| AMMI | 0.8506 | Not recorded | 68fa6a031e209131cea2564e |
| CorrSH | 0.8482 | Not recorded | 68fa6a031e209131cea2564e |
| SNUH | 0.8466 | Not recorded | 68fa6a031e209131cea2564e |
| CorrSH | 0.8465 | Not recorded | 68fa6a031e209131cea2564e |
| AMMI | 0.8446 | Not recorded | 68fa6a031e209131cea2564e |
| CorrSH | 0.842 | Not recorded | 68fa6a031e209131cea2564e |
| SNUH | 0.832 | Not recorded | 68fa6a031e209131cea2564e |
| GMSH | 0.8212 | Not recorded | 68fa6a031e209131cea2564e |
| CorrSH | 0.8212 | Not recorded | 68fa6a031e209131cea2564e |
| GMSH | 0.8183 | Not recorded | 68fa6a031e209131cea2564e |
| AMMI | 0.8173 | Not recorded | 68fa6a031e209131cea2564e |
| NASH | 0.7993 | Not recorded | 68fa6a031e209131cea2564e |
| GMSH | 0.7846 | Not recorded | 68fa6a031e209131cea2564e |
| NASH | 0.7812 | Not recorded | 68fa6a031e209131cea2564e |
| VDSH | 0.7753 | Not recorded | 68fa6a031e209131cea2564e |
| GMSH | 0.7672 | Not recorded | 68fa6a031e209131cea2564e |
| NASH | 0.7624 | Not recorded | 68fa6a031e209131cea2564e |
| NASH | 0.7559 | Not recorded | 68fa6a031e209131cea2564e |
| STH | 0.7554 | Not recorded | 68fa6a031e209131cea2564e |
| VDSH | 0.7456 | Not recorded | 68fa6a031e209131cea2564e |
| STH | 0.7351 | Not recorded | 68fa6a031e209131cea2564e |
| STH | 0.735 | Not recorded | 68fa6a031e209131cea2564e |
| VDSH | 0.7318 | Not recorded | 68fa6a031e209131cea2564e |
| VDSH | 0.7165 | Not recorded | 68fa6a031e209131cea2564e |
| STH | 0.6986 | Not recorded | 68fa6a031e209131cea2564e |
| SpH | 0.6513 | Not recorded | 68fa6a031e209131cea2564e |
| SpH | 0.634 | Not recorded | 68fa6a031e209131cea2564e |
| SpH | 0.629 | Not recorded | 68fa6a031e209131cea2564e |
| SpH | 0.6045 | Not recorded | 68fa6a031e209131cea2564e |

### SNUH

Precision: 0.8624. Result ID: 698dfdb2ffc3901de099fb00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Implementation](<https://github.com/J-zin/SNUH>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### AMMI

Precision: 0.8602. Result ID: 698dfdb2ffc3901de099faf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa571b1e209131ce9a28f4.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### SNUH

Precision: 0.856. Result ID: 698dfdb2ffc3901de099faff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Implementation](<https://github.com/J-zin/SNUH>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### AMMI

Precision: 0.8506. Result ID: 698dfdb2ffc3901de099faf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa571b1e209131ce9a28f4.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### CorrSH

Precision: 0.8482. Result ID: 698dfdb2ffc3901de099fafc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b51e209131cea17f7d.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### SNUH

Precision: 0.8466. Result ID: 698dfdb2ffc3901de099fafe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Implementation](<https://github.com/J-zin/SNUH>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### CorrSH

Precision: 0.8465. Result ID: 698dfdb2ffc3901de099fafb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b51e209131cea17f7d.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### AMMI

Precision: 0.8446. Result ID: 698dfdb2ffc3901de099faf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa571b1e209131ce9a28f4.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### CorrSH

Precision: 0.842. Result ID: 698dfdb2ffc3901de099fafa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b51e209131cea17f7d.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### SNUH

Precision: 0.832. Result ID: 698dfdb2ffc3901de099fafd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Implementation](<https://github.com/J-zin/SNUH>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### GMSH

Precision: 0.8212. Result ID: 698dfdb2ffc3901de099faf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66471e209131cea0f6f3.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### CorrSH

Precision: 0.8212. Result ID: 698dfdb2ffc3901de099faf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b51e209131cea17f7d.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### GMSH

Precision: 0.8183. Result ID: 698dfdb2ffc3901de099faf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66471e209131cea0f6f3.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### AMMI

Precision: 0.8173. Result ID: 698dfdb2ffc3901de099faf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa571b1e209131ce9a28f4.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### NASH

Precision: 0.7993. Result ID: 698dfdb2ffc3901de099faee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64641e209131cea044ec.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### GMSH

Precision: 0.7846. Result ID: 698dfdb2ffc3901de099faf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66471e209131cea0f6f3.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### NASH

Precision: 0.7812. Result ID: 698dfdb2ffc3901de099faef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64641e209131cea044ec.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### VDSH

Precision: 0.7753. Result ID: 698dfdb2ffc3901de099faea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff4e0.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### GMSH

Precision: 0.7672. Result ID: 698dfdb2ffc3901de099faf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66471e209131cea0f6f3.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### NASH

Precision: 0.7624. Result ID: 698dfdb2ffc3901de099faed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64641e209131cea044ec.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### NASH

Precision: 0.7559. Result ID: 698dfdb2ffc3901de099faf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64641e209131cea044ec.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### STH

Precision: 0.7554. Result ID: 698dfdb2ffc3901de099fae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60221e209131ce9edd7c.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### VDSH

Precision: 0.7456. Result ID: 698dfdb2ffc3901de099faeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff4e0.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### STH

Precision: 0.7351. Result ID: 698dfdb2ffc3901de099fae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60221e209131ce9edd7c.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### STH

Precision: 0.735. Result ID: 698dfdb2ffc3901de099fae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60221e209131ce9edd7c.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### VDSH

Precision: 0.7318. Result ID: 698dfdb2ffc3901de099faec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff4e0.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### VDSH

Precision: 0.7165. Result ID: 698dfdb2ffc3901de099fae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff4e0.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### STH

Precision: 0.6986. Result ID: 698dfdb2ffc3901de099fae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60221e209131ce9edd7c.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

### SpH

Precision: 0.6513. Result ID: 698dfdb2ffc3901de099fae2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

Recorded evaluation configuration: {"Number of bits":"32bits"}. This record does not assert independent reproduction.

### SpH

Precision: 0.634. Result ID: 698dfdb2ffc3901de099fae1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

Recorded evaluation configuration: {"Number of bits":"16bits"}. This record does not assert independent reproduction.

### SpH

Precision: 0.629. Result ID: 698dfdb2ffc3901de099fae3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

Recorded evaluation configuration: {"Number of bits":"64bits"}. This record does not assert independent reproduction.

### SpH

Precision: 0.6045. Result ID: 698dfdb2ffc3901de099fae4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a031e209131cea2564e.md>)

Recorded evaluation configuration: {"Number of bits":"128bits"}. This record does not assert independent reproduction.

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