# Causal Question Answering on CausalProbe-H

Source: [Causal Question Answering on CausalProbe-H](<https://www.sota2.com/research/sota/causal-question-answering-on-causalprobe-h>)

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

Data updated: 2026-02-26T05:41:32.135Z

Evaluation of model performance on the CausalProbe-H dataset for Causal Question Answering tasks, typically measured by Exact Match (EM).

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) | CausalProbe-H |
| Metric | EM |
| Unit | SCALAR |
| 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

- [EM](<https://www.sota2.com/research/sota/causal-question-answering-on-causalprobe-h.md?metric=EM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| G²-Reasoner | 0.701 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.701 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.7 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.696 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.693 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.692 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.69 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.688 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.687 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.685 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.678 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.678 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.671 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.67 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.667 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.662 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.658 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.658 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.655 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.655 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.652 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.652 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.644 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.644 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.582 | Not recorded | 68fa79b31e209131cea7ef6d |
| G²-Reasoner | 0.582 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.575 | Not recorded | 68fa79b31e209131cea7ef6d |
| RAG | 0.575 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.573 | Not recorded | 68fa79b31e209131cea7ef6d |
| CoT | 0.573 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.565 | Not recorded | 68fa79b31e209131cea7ef6d |
| Vanilla | 0.565 | Not recorded | 68fa79b31e209131cea7ef6d |

### G²-Reasoner

EM: 0.701. Result ID: 698b59957a967eddb76ddc12.

[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.

### CoT

EM: 0.701. Result ID: 698c535b37894ef7d9cd8c44.

[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

EM: 0.7. Result ID: 698b59957a967eddb76ddc10.

[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.

### G²-Reasoner

EM: 0.696. Result ID: 698c535b37894ef7d9cd8c46.

[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.

### G²-Reasoner

EM: 0.693. Result ID: 698c535b37894ef7d9cd8c42.

[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

EM: 0.692. Result ID: 698c535b37894ef7d9cd8c43.

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

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

### G²-Reasoner

EM: 0.69. Result ID: 698b59957a967eddb76ddc0e.

[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.

### Vanilla

EM: 0.688. Result ID: 698b59957a967eddb76ddc0f.

[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.

### RAG

EM: 0.687. Result ID: 698b59957a967eddb76ddc11.

[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

EM: 0.685. Result ID: 698c535b37894ef7d9cd8c45.

[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.

### RAG

EM: 0.678. Result ID: 698b59957a967eddb76ddc0d.

[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.

### RAG

EM: 0.678. Result ID: 698c535b37894ef7d9cd8c41.

[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.

### Vanilla

EM: 0.671. Result ID: 698c535b37894ef7d9cd8c3f.

[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

EM: 0.67. Result ID: 698b59957a967eddb76ddc0b.

[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.

### CoT

EM: 0.667. Result ID: 698c535b37894ef7d9cd8c40.

[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.

### CoT

EM: 0.662. Result ID: 698b59957a967eddb76ddc0c.

[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.

### G²-Reasoner

EM: 0.658. Result ID: 698b59957a967eddb76ddc0a.

[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

EM: 0.658. Result ID: 698c535b37894ef7d9cd8c3e.

[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.

### RAG

EM: 0.655. Result ID: 698b59957a967eddb76ddc09.

[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

EM: 0.655. Result ID: 698c535b37894ef7d9cd8c3d.

[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.

### Vanilla

EM: 0.652. Result ID: 698b59957a967eddb76ddc07.

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

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

### Vanilla

EM: 0.652. Result ID: 698c535b37894ef7d9cd8c3b.

[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

EM: 0.644. Result ID: 698b59957a967eddb76ddc08.

[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

EM: 0.644. Result ID: 698c535b37894ef7d9cd8c3c.

[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.

### G²-Reasoner

EM: 0.582. Result ID: 698b59957a967eddb76ddc06.

[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

EM: 0.582. Result ID: 698c535b37894ef7d9cd8c3a.

[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.

### RAG

EM: 0.575. Result ID: 698b59957a967eddb76ddc05.

[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

EM: 0.575. Result ID: 698c535b37894ef7d9cd8c39.

[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.

### CoT

EM: 0.573. Result ID: 698b59957a967eddb76ddc04.

[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

EM: 0.573. Result ID: 698c535b37894ef7d9cd8c38.

[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.

### Vanilla

EM: 0.565. Result ID: 698b59957a967eddb76ddc03.

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

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

### Vanilla

EM: 0.565. Result ID: 698c535b37894ef7d9cd8c37.

[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.
