Science Question Answering on Physics
44.1AccuracyNeuroMAS-3
Evaluation results
| Method | Links | |
|---|---|---|
| NeuroMAS-3Trainable Params=6.9M, LLM Calls=32026.05 | 44.1 | |
| NeuroMAS-7Trainable Params=16.1M, LLM Calls=72026.05 | 39.5 | |
| NeuroMAS-5Trainable Params=11.5M, LLM Calls=52026.05 | 39 | |
| CoLLM-CCTrainable Params=4.6M, LLM Calls=22026.05 | 35.3 | |
| MALTTrainable Params=6.9M, LLM Calls=32026.05 | 31.4 | |
| GPTSwarmTrainable Params=0, LLM Calls=112026.05 | 25.5 | |
| Self-RefineTrainable Params=0, LLM Calls=22026.05 | 24.5 | |
| GoATrainable Params=0, LLM Calls=32026.05 | 24.5 | |
| Single-LLM RLTrainable Params=6.9M, LLM Calls=12026.05 | 24.5 | |
| AgentNetTrainable Params=0, LLM Calls=112026.05 | 24 | |
| Self-CheckTrainable Params=0, LLM Calls=22026.05 | 22.5 | |
| MoATrainable Params=0, LLM Calls=52026.05 | 22.5 | |
| Direct promptingTrainable Params=0, LLM Calls=12026.05 | 17.6 |