# General Question Answering on TriviaQA (Accuracy)

Source: [General Question Answering on TriviaQA (Accuracy)](<https://www.sota2.com/research/sota/general-question-answering-on-triviaqa-accuracy>)

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

Data updated: 2026-02-26T05:33:21.987Z

Evaluation of model performance on the TriviaQA dataset for General Question Answering, reporting Accuracy score.

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 | General Question Answering |
| Dataset (including any stated split) | TriviaQA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/general-question-answering-on-triviaqa-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SkillOrchestra+ | 80.2 | Not recorded | 699d30a46017c4460ffab56f |
| SkillOrchestra | 71.6 | Not recorded | 699d30a46017c4460ffab56f |
| Router-R1 | 70.6 | Not recorded | 699d30a46017c4460ffab56f |
| RouterDC | 59.2 | Not recorded | 699d30a46017c4460ffab56f |
| GraphRouter | 58.6 | Not recorded | 699d30a46017c4460ffab56f |
| Prompt LLM | 58 | Not recorded | 699d30a46017c4460ffab56f |
| Largest LLM | 57.8 | Not recorded | 699d30a46017c4460ffab56f |
| FrugalGPT | 56.2 | Not recorded | 699d30a46017c4460ffab56f |
| RAG | 54 | Not recorded | 699d30a46017c4460ffab56f |
| KNN Router | 52.8 | Not recorded | 699d30a46017c4460ffab56f |
| BERT Router | 51.6 | Not recorded | 699d30a46017c4460ffab56f |
| Search-R1 | 51 | Not recorded | 699d30a46017c4460ffab56f |
| Prompt LLM+ | 50 | Not recorded | 699d30a46017c4460ffab56f |
| KNN Router+ | 47.8 | Not recorded | 699d30a46017c4460ffab56f |
| MLP Router | 46 | Not recorded | 699d30a46017c4460ffab56f |
| SFT | 40 | Not recorded | 699d30a46017c4460ffab56f |
| CoT | 35.8 | Not recorded | 699d30a46017c4460ffab56f |
| Vanilla | 26 | Not recorded | 699d30a46017c4460ffab56f |

### SkillOrchestra+

Accuracy: 80.2. Result ID: 699e525c5698665ec411c0d6.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Implementation](<https://github.com/jiayuww/SkillOrchestra>)

Recorded evaluation configuration: {"Routing Strategy":"Skill-based Routing","Orchestrator Configuration":"Best/Multiple"}. This record does not assert independent reproduction.

### SkillOrchestra

Accuracy: 71.6. Result ID: 699e525c5698665ec411c0d5.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Implementation](<https://github.com/jiayuww/SkillOrchestra>)

Recorded evaluation configuration: {"Routing Strategy":"Skill-based Routing","Orchestrator Configuration":"Single"}. This record does not assert independent reproduction.

### Router-R1

Accuracy: 70.6. Result ID: 699e525c5698665ec411c0d4.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797c1e209131cea7dc45.md>)

Recorded evaluation configuration: {"Routing Strategy":"RL-based Routing"}. This record does not assert independent reproduction.

### RouterDC

Accuracy: 59.2. Result ID: 699e525c5698665ec411c0d1.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75041e209131cea65450.md>)

[Implementation](<https://github.com/shuhao02/RouterDC>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### GraphRouter

Accuracy: 58.6. Result ID: 699e525c5698665ec411c0d2.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777b1e209131cea737d1.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### Prompt LLM

Accuracy: 58. Result ID: 699e525c5698665ec411c0cb.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### Largest LLM

Accuracy: 57.8. Result ID: 699e525c5698665ec411c0ca.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### FrugalGPT

Accuracy: 56.2. Result ID: 699e525c5698665ec411c0d3.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44942.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### RAG

Accuracy: 54. Result ID: 699e525c5698665ec411c0c7.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797c1e209131cea7dc45.md>)

Recorded evaluation configuration: {"Routing Strategy":"No Routing"}. This record does not assert independent reproduction.

### KNN Router

Accuracy: 52.8. Result ID: 699e525c5698665ec411c0cd.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c60.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### BERT Router

Accuracy: 51.6. Result ID: 699e525c5698665ec411c0d0.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### Search-R1

Accuracy: 51. Result ID: 699e525c5698665ec411c0c9.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a651e209131cea82e7b.md>)

Recorded evaluation configuration: {"Routing Strategy":"No Routing"}. This record does not assert independent reproduction.

### Prompt LLM+

Accuracy: 50. Result ID: 699e525c5698665ec411c0cc.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing","Turn Protocol":"multi turn"}. This record does not assert independent reproduction.

### KNN Router+

Accuracy: 47.8. Result ID: 699e525c5698665ec411c0ce.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing","Turn Protocol":"multi turn"}. This record does not assert independent reproduction.

### MLP Router

Accuracy: 46. Result ID: 699e525c5698665ec411c0cf.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c60.md>)

Recorded evaluation configuration: {"Routing Strategy":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction.

### SFT

Accuracy: 40. Result ID: 699e525c5698665ec411c0c6.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"No Routing"}. This record does not assert independent reproduction.

### CoT

Accuracy: 35.8. Result ID: 699e525c5698665ec411c0c8.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

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

Recorded evaluation configuration: {"Routing Strategy":"No Routing"}. This record does not assert independent reproduction.

### Vanilla

Accuracy: 26. Result ID: 699e525c5698665ec411c0c5.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a46017c4460ffab56f.md>)

Recorded evaluation configuration: {"Routing Strategy":"No Routing"}. This record does not assert independent reproduction.

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