AISE-Bench Leaderboard
Evaluating academic information-seeking agents across planning, API execution, reference grounding, and answer quality.
500official test questions
10 metricsprocess and answer evaluation
Verified onlyscores produced by the official evaluator
How to Submit
- Fork this repository.
- Create a new branch for your submission.
- Add your submission folder under
submissions/<organization>__<model>__<input_config>/. - Open a Pull Request with the new submission folder.
Submission Directory Requirements
Each submission directory must contain the metadata and predictions for one model/input configuration pair:
<organization>__<model>__<input_config>/
metadata.yaml
predictions.jsonl
generation_config.json # optional, recommended
artifacts/ # optional logs or prompt notes
Use URL-safe directory names. Replace spaces, slashes, and special characters with hyphens; keep input_config as TEXT.
metadata.yaml
model_name: "My Model"
model_url: https://...
predictions.jsonl
Each line must be one JSON object:
{
"index": 1,
"qid": 3,
"question": "question text",
"planning_text": [],
"api_input": {},
"api_output": {},
"result_edit": "{\"answer\":\"...\",\"reference\":{\"[1]\":\"...\"}}"
}
The file must contain exactly one line for every item in test.json. qid must match the corresponding item in test.json.
Leaderboard
Official results on the 500-question test set are sorted by F1-LM by default. The table is intentionally empty until the first submission completes official evaluation and review.
| Rank | Model | Track | Planning | Exec. | Precision | Recall | Format | Edit Dist. | Para. Acc. | Success | Correct. | Complete. | Faithful. | F1-LM |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No accepted submissions yet. | ||||||||||||||