# Agentic Person Search (Temporal Reasoning) on Track 3 Temporal

Source: [Agentic Person Search (Temporal Reasoning) on Track 3 Temporal](<https://www.sota2.com/research/sota/agentic-person-search-temporal-reasoning-on-track-3-temporal>)

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

Data updated: 2026-04-15T09:44:06.469Z

Evaluation of model performance on the Agentic Person Search task, focusing on Temporal Reasoning capabilities, using the Track 3 Temporal dataset. Metrics include TWS, Top-1, SRt@5, and AvgTs.

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 | Agentic Person Search (Temporal Reasoning) |
| Dataset (including any stated split) | Track 3 Temporal |
| Metric | TWS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [TWS](<https://www.sota2.com/research/sota/agentic-person-search-temporal-reasoning-on-track-3-temporal.md?metric=TWS>): Higher is better; unit: PERCENT.

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/agentic-person-search-temporal-reasoning-on-track-3-temporal.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [SR@5](<https://www.sota2.com/research/sota/agentic-person-search-temporal-reasoning-on-track-3-temporal.md?metric=SR%405>): Higher is better; unit: PERCENT.

- [Avg Time](<https://www.sota2.com/research/sota/agentic-person-search-temporal-reasoning-on-track-3-temporal.md?metric=Avg%20Time>): Lower is better; unit: TIME.

## Recorded results

| Method | TWS | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | 100 | Not recorded | 69df1bbf7d0172140ec7bb1b |
| ARGOS Agent | 59 | Not recorded | 69df1bbf7d0172140ec7bb1b |
| ARGOS Agent | 56.7 | Not recorded | 69df1bbf7d0172140ec7bb1b |
| ARGOS Agent | 55.6 | Not recorded | 69df1bbf7d0172140ec7bb1b |
| ARGOS Agent | 54.8 | Not recorded | 69df1bbf7d0172140ec7bb1b |

### Oracle

TWS: 100. Result ID: 69df5dd347f34ce924c882e7.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

Recorded evaluation configuration: {"Backbone":"Oracle"}. This record does not assert independent reproduction.

### ARGOS Agent

TWS: 59. Result ID: 69df5dd347f34ce924c882e8.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5.2"}. This record does not assert independent reproduction.

### ARGOS Agent

TWS: 56.7. Result ID: 69df5dd347f34ce924c882e9.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction.

### ARGOS Agent

TWS: 55.6. Result ID: 69df5dd347f34ce924c882ea.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5-mini"}. This record does not assert independent reproduction.

### ARGOS Agent

TWS: 54.8. Result ID: 69df5dd347f34ce924c882eb.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbf7d0172140ec7bb1b.md>)

Recorded evaluation configuration: {"Backbone":"Cl. Sonnet 4"}. This record does not assert independent reproduction.

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