# Time-Event Temporal Reasoning (L2) on TEMPREASON 1.0 (test)

Source: [Time-Event Temporal Reasoning (L2) on TEMPREASON 1.0 (test)](<https://www.sota2.com/research/sota/time-event-temporal-reasoning-l2-on-tempreason-1-0-test>)

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

Data updated: 2026-02-26T05:41:34.785Z

Evaluation of model performance on the test split of the TEMPREASON 1.0 dataset, specifically focusing on Time-Event Temporal Reasoning capabilities at Level 2 complexity, 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-Event Temporal Reasoning (L2) |
| Dataset (including any stated split) | TEMPREASON 1.0 (test) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-event-temporal-reasoning-l2-on-tempreason-1-0-test.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/time-event-temporal-reasoning-l2-on-tempreason-1-0-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Delta F1](<https://www.sota2.com/research/sota/time-event-temporal-reasoning-l2-on-tempreason-1-0-test.md?metric=Delta%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| TempT5 | 8480 | Not recorded | 68fa6fde1e209131cea47c3f |
| T5-SFT | 8260 | Not recorded | 68fa6fde1e209131cea47c3f |
| FLAN-T5-L | 5730 | Not recorded | 68fa6fde1e209131cea47c3f |
| ChatGPT | 4750 | Not recorded | 68fa6fde1e209131cea47c3f |
| TempT5 | 1540 | Not recorded | 68fa6fde1e209131cea47c3f |
| T5-SFT | 1480 | Not recorded | 68fa6fde1e209131cea47c3f |
| FLAN-T5-L | 940 | Not recorded | 68fa6fde1e209131cea47c3f |
| ChatGPT | 850 | Not recorded | 68fa6fde1e209131cea47c3f |
| ChatGPT | 650 | Not recorded | 68fa6fde1e209131cea47c3f |
| TempT5 | 150 | Not recorded | 68fa6fde1e209131cea47c3f |
| T5-SFT | 140 | Not recorded | 68fa6fde1e209131cea47c3f |
| FLAN-T5-L | 50 | Not recorded | 68fa6fde1e209131cea47c3f |

### TempT5

EM: 8480. Result ID: 6990efc03a6c314849046ce0.

[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":"ReasonQA"}. This record does not assert independent reproduction.

### T5-SFT

EM: 8260. Result ID: 6990efc03a6c314849046cdd.

[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":"ReasonQA"}. This record does not assert independent reproduction.

### FLAN-T5-L

EM: 5730. Result ID: 6990efc03a6c314849046cd7.

[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":"ReasonQA"}. This record does not assert independent reproduction.

### ChatGPT

EM: 4750. Result ID: 6990efc03a6c314849046cda.

[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":"ReasonQA"}. This record does not assert independent reproduction.

### TempT5

EM: 1540. Result ID: 6990efc03a6c314849046ce1.

[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":"OBQA"}. This record does not assert independent reproduction.

### T5-SFT

EM: 1480. Result ID: 6990efc03a6c314849046cde.

[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":"OBQA"}. This record does not assert independent reproduction.

### FLAN-T5-L

EM: 940. Result ID: 6990efc03a6c314849046cd8.

[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":"OBQA"}. This record does not assert independent reproduction.

### ChatGPT

EM: 850. Result ID: 6990efc03a6c314849046cdb.

[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":"OBQA"}. This record does not assert independent reproduction.

### ChatGPT

EM: 650. Result ID: 6990efc03a6c314849046cd9.

[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.

### TempT5

EM: 150. Result ID: 6990efc03a6c314849046cdf.

[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.

### T5-SFT

EM: 140. Result ID: 6990efc03a6c314849046cdc.

[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.

### FLAN-T5-L

EM: 50. Result ID: 6990efc03a6c314849046cd6.

[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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