# Event Causality Identification on Causal-TimeBank

Source: [Event Causality Identification on Causal-TimeBank](<https://www.sota2.com/research/sota/event-causality-identification-on-causal-timebank>)

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

Data updated: 2026-04-15T09:42:47.066Z

Evaluation of Event Causality Identification performance on the Causal-TimeBank dataset, measured using CHR and mAcc.

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 | Event Causality Identification |
| Dataset (including any stated split) | Causal-TimeBank |
| Metric | CHR |
| Unit | PERCENT |
| 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

- [CHR](<https://www.sota2.com/research/sota/event-causality-identification-on-causal-timebank.md?metric=CHR>): Higher is better; unit: PERCENT.

- [mAcc](<https://www.sota2.com/research/sota/event-causality-identification-on-causal-timebank.md?metric=mAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CHR | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-1.5B | 84.55 | Not recorded | 69df1bbe7d0172140ec7bb0d |
| Llama3.2-1B | 67.79 | Not recorded | 69df1bbe7d0172140ec7bb0d |
| Qwen2.5-1.5B | 11.37 | Not recorded | 69df1bbe7d0172140ec7bb0d |
| Llama3.2-1B | 4.26 | Not recorded | 69df1bbe7d0172140ec7bb0d |

### Qwen2.5-1.5B

CHR: 84.55. Result ID: 69df5d5a47f34ce924c87f6e.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

Recorded evaluation configuration: {"Fine-tuning":"Vanilla"}. This record does not assert independent reproduction.

### Llama3.2-1B

CHR: 67.79. Result ID: 69df5d5a47f34ce924c87f70.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

Recorded evaluation configuration: {"Fine-tuning":"Vanilla"}. This record does not assert independent reproduction.

### Qwen2.5-1.5B

CHR: 11.37. Result ID: 69df5d5a47f34ce924c87f6f.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

Recorded evaluation configuration: {"Fine-tuning":"CoT trace pipeline"}. This record does not assert independent reproduction.

### Llama3.2-1B

CHR: 4.26. Result ID: 69df5d5a47f34ce924c87f71.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bbe7d0172140ec7bb0d.md>)

Recorded evaluation configuration: {"Fine-tuning":"CoT trace pipeline"}. This record does not assert independent reproduction.

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