# Causal Question Answering on e-CARE

Source: [Causal Question Answering on e-CARE](<https://www.sota2.com/research/sota/causal-question-answering-on-e-care>)

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

Data updated: 2026-02-26T05:42:26.226Z

Evaluation of model performance on the e-CARE dataset specifically for Causal Question Answering tasks.

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 | Causal Question Answering |
| Dataset (including any stated split) | e-CARE |
| Metric | Exact Match |
| Unit | PERCENT |
| 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

- [Exact Match](<https://www.sota2.com/research/sota/causal-question-answering-on-e-care.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| CoT | 86.4 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 86.3 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 86.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 85.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 85.4 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 84.9 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 84.2 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 83.6 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 82.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 82.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 81.4 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 81.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 80.9 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 80.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 80.6 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 80.2 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 77.9 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 77.9 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 77.8 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 77.8 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 77 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 77 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 76 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 76 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 70.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 70.1 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 69.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 69.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 68.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 68.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 68.4 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 68.4 | Not recorded | 68fa79b31e209131cea7ef6d |

### CoT

Exact Match: 86.4. Result ID: 698c535b37894ef7d9cd8c14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Model":"Claude 3"}. This record does not assert independent reproduction.

### CoT

Exact Match: 86.3. Result ID: 698b59957a967eddb76ddbe0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Backbone":"Claude 3 opus","Temperature":"1.0"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 86.1. Result ID: 698c535b37894ef7d9cd8c13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Model":"Claude 3"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 85.7. Result ID: 698b59957a967eddb76ddbdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Backbone":"Claude 3 opus","Temperature":"1.0"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 85.4. Result ID: 698b59957a967eddb76ddbe2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Backbone":"Claude 3 opus","Temperature":"1.0"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 84.9. Result ID: 698c535b37894ef7d9cd8c16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Model":"Claude 3"}. This record does not assert independent reproduction.

### RAG

Exact Match: 84.2. Result ID: 698b59957a967eddb76ddbe1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"Claude 3 opus","Temperature":"1.0"}. This record does not assert independent reproduction.

### RAG

Exact Match: 83.6. Result ID: 698c535b37894ef7d9cd8c15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Model":"Claude 3"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 82.1. Result ID: 698b59957a967eddb76ddbde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Backbone":"GPT 3.5 turbo","Temperature":"1.0"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 82.1. Result ID: 698c535b37894ef7d9cd8c12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Model":"GPT 3.5"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 81.4. Result ID: 698c535b37894ef7d9cd8c0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Model":"GPT 3.5"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 81.1. Result ID: 698b59957a967eddb76ddbdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Backbone":"GPT 3.5 turbo","Temperature":"1.0"}. This record does not assert independent reproduction.

### RAG

Exact Match: 80.9. Result ID: 698c535b37894ef7d9cd8c11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Model":"GPT 3.5"}. This record does not assert independent reproduction.

### CoT

Exact Match: 80.7. Result ID: 698b59957a967eddb76ddbdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Backbone":"GPT 3.5 turbo","Temperature":"1.0"}. This record does not assert independent reproduction.

### RAG

Exact Match: 80.6. Result ID: 698b59957a967eddb76ddbdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"GPT 3.5 turbo","Temperature":"1.0"}. This record does not assert independent reproduction.

### CoT

Exact Match: 80.2. Result ID: 698c535b37894ef7d9cd8c10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Model":"GPT 3.5"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 77.9. Result ID: 698b59957a967eddb76ddbda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Backbone":"LLaMA 3"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 77.9. Result ID: 698c535b37894ef7d9cd8c0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Model":"LLaMA 3 8B"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 77.8. Result ID: 698b59957a967eddb76ddbd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA 3"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 77.8. Result ID: 698c535b37894ef7d9cd8c0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Model":"LLaMA 3 8B"}. This record does not assert independent reproduction.

### CoT

Exact Match: 77. Result ID: 698b59957a967eddb76ddbd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA 3"}. This record does not assert independent reproduction.

### CoT

Exact Match: 77. Result ID: 698c535b37894ef7d9cd8c0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Model":"LLaMA 3 8B"}. This record does not assert independent reproduction.

### RAG

Exact Match: 76. Result ID: 698b59957a967eddb76ddbd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"LLaMA 3"}. This record does not assert independent reproduction.

### RAG

Exact Match: 76. Result ID: 698c535b37894ef7d9cd8c0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Model":"LLaMA 3 8B"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 70.1. Result ID: 698b59957a967eddb76ddbd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Backbone":"LLaMA 2"}. This record does not assert independent reproduction.

### G²-Reasoner

Exact Match: 70.1. Result ID: 698c535b37894ef7d9cd8c0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Implementation](<https://github.com/Haoang97/CausalProbe-2024>)

Recorded evaluation configuration: {"Model":"LLaMA 2 7B"}. This record does not assert independent reproduction.

### CoT

Exact Match: 69.7. Result ID: 698b59957a967eddb76ddbd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA 2"}. This record does not assert independent reproduction.

### CoT

Exact Match: 69.7. Result ID: 698c535b37894ef7d9cd8c08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Model":"LLaMA 2 7B"}. This record does not assert independent reproduction.

### RAG

Exact Match: 68.7. Result ID: 698b59957a967eddb76ddbd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"LLaMA 2"}. This record does not assert independent reproduction.

### RAG

Exact Match: 68.7. Result ID: 698c535b37894ef7d9cd8c09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Model":"LLaMA 2 7B"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 68.4. Result ID: 698b59957a967eddb76ddbd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA 2"}. This record does not assert independent reproduction.

### Vanilla

Exact Match: 68.4. Result ID: 698c535b37894ef7d9cd8c07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef6d.md>)

Recorded evaluation configuration: {"Model":"LLaMA 2 7B"}. This record does not assert independent reproduction.

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