# Time-Time Temporal Reasoning (L1) on TEMPREASON 1.0 (test)

Source: [Time-Time Temporal Reasoning (L1) on TEMPREASON 1.0 (test)](<https://www.sota2.com/research/sota/time-time-temporal-reasoning-l1-on-tempreason-1-0-test>)

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

Data updated: 2026-02-26T05:41:34.768Z

Evaluation of model performance on the test split of the TEMPREASON 1.0 dataset for Time-Time Temporal Reasoning capabilities at Level 1, measured using EM, F1, and Delta F1.

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 | Time-Time Temporal Reasoning (L1) |
| Dataset (including any stated split) | TEMPREASON 1.0 (test) |
| Metric | EM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [EM](<https://www.sota2.com/research/sota/time-time-temporal-reasoning-l1-on-tempreason-1-0-test.md?metric=EM>): Higher is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/time-time-temporal-reasoning-l1-on-tempreason-1-0-test.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

- [Delta F1](<https://www.sota2.com/research/sota/time-time-temporal-reasoning-l1-on-tempreason-1-0-test.md?metric=Delta%20F1>): Lower is better; unit: SCALAR.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| T5-SFT | 100 | Not recorded | 68fa6fde1e209131cea47c3f |
| TempT5 | 100 | Not recorded | 68fa6fde1e209131cea47c3f |
| ChatGPT | 30.5 | Not recorded | 68fa6fde1e209131cea47c3f |
| FLAN-T5-L | 0 | Not recorded | 68fa6fde1e209131cea47c3f |

### T5-SFT

EM: 100. Result ID: 6990efc03a6c314849046cd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"Setting":"CBQA"}. This record does not assert independent reproduction.

### TempT5

EM: 100. Result ID: 6990efc03a6c314849046cd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c3f.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/TempReason>)

Recorded evaluation configuration: {"Setting":"CBQA"}. This record does not assert independent reproduction.

### ChatGPT

EM: 30.5. Result ID: 6990efc03a6c314849046cd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c0.md>)

[Implementation](<https://github.com/openai/following-instructions-human-feedback>)

Recorded evaluation configuration: {"Setting":"CBQA"}. This record does not assert independent reproduction.

### FLAN-T5-L

EM: 0. Result ID: 6990efc03a6c314849046cd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fde1e209131cea47c3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc51e209131cea30383.md>)

[Implementation](<https://github.com/google-research/flan>)

Recorded evaluation configuration: {"Setting":"CBQA"}. This record does not assert independent reproduction.

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