File size: 3,071 Bytes
806755d
 
 
 
 
22dcc62
 
806755d
 
22dcc62
806755d
 
 
22dcc62
806755d
 
 
 
 
 
 
 
22dcc62
 
 
 
 
 
 
 
 
 
 
 
806755d
 
69a9029
806755d
22dcc62
a5d5708
22dcc62
 
 
 
 
806755d
69a9029
 
 
806755d
69a9029
22dcc62
69a9029
 
 
806755d
69a9029
806755d
69a9029
22dcc62
69a9029
 
 
 
 
806755d
69a9029
 
806755d
 
 
69a9029
 
 
 
806755d
 
 
 
a5d5708
 
 
 
 
 
 
 
806755d
 
22dcc62
 
 
69a9029
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
---
license: cc-by-nc-sa-4.0
language:
- en
pretty_name: STEMMA-Instruct
size_categories:
- 100K<n<1M
task_categories:
- audio-text-to-text
- question-answering
tags:
- music
- multi-audio
- music-qa
configs:
- config_name: main
  data_files: data/main.jsonl
  default: true
- config_name: relation_only
  data_files: data/relation_only.jsonl
- config_name: coreference_only
  data_files: data/coreference_only.jsonl
dataset_info:
  features:
  - name: id
    dtype: string
  - name: task
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: audios
    sequence: string
---

# STEMMA-Instruct

<p align="center">
  <a href="https://arxiv.org/abs/2610.11884">πŸ“„ Paper</a> &nbsp;|&nbsp;
  <a href="https://github.com/hoyso48/STEMMA">πŸ’» Code</a> &nbsp;|&nbsp;
  <a href="https://huggingface.co/datasets/hoyso48/STEMMA-Bench">πŸ€— STEMMA-Bench</a> &nbsp;|&nbsp;
  <a href="https://huggingface.co/hoyso48/STEMMA-MF2601">πŸ€— STEMMA-MF2601</a> &nbsp;|&nbsp;
  <a href="https://huggingface.co/hoyso48/STEMMA-MOSS-Music">πŸ€— STEMMA-MOSS-Music</a>
</p>

Multi-audio music instruction data from *STEMMA: Song-to-Stem Multi-Audio Reasoning for Large Audio Language Models*,
built from JamendoMaxCaps and the commercially reusable subset of FMA. The in-house dataset used in the paper is not
included.

| | |
|---|---|
| Instances (`main`) | 162,832 = Relation MultiQA 81,416 + Coreference 81,416 |
| Songs | JamendoMaxCaps 69,297 Β· FMA 12,119 |
| Audio inputs per instance | 2–5 (songs, sections, or section stems) |

## Format

| Field | Description |
|---|---|
| `id` | instance ID |
| `task` | `<relation>_<format>` (29 relation tasks) or `coreference` |
| `question` | prompt with one `<audio>` per entry of `audios` |
| `answer` | target |
| `audios` | audio IDs |

Configs: `main`, `relation_only`, `coreference_only`. Relation MultiQA formats are yes/no, short answer, and
four-candidate multiple choice; Coreference describes 2–4 songs under separate labels.

## Audio

Audio is not included. Audio IDs map to the original tracks (Jamendo / FMA track IDs):
`<corpus>/masters/<track>/<track>-NNN-<section>` (section), `<corpus>/blocks/<track>/<section>/...-<role>` (SCNet stem),
`<corpus>/masters/<track>` (full song). Section boundaries are in `metadata/<corpus>.duckdb`, which also holds track,
clip, and tag metadata; `captions/` holds the full-song captions used by Coreference.

## Citation

```bibtex
@misc{sohn2026stemma,
  title         = {{STEMMA}: Song-to-Stem Multi-Audio Reasoning for Large Audio Language Models},
  author        = {Sohn, Hoyeol and Kim, Wonil and Kim, Keunhyoung and Kum, Sangeun and Kim, Taehyoung and Moon, Dongjoo and Charoenchob, Theerasak and Weerapang, Teeratep and Lee, Jongpil and Nam, Juhan},
  year          = {2026},
  eprint        = {2610.11884},
  archivePrefix = {arXiv},
  primaryClass  = {cs.SD},
  url           = {https://arxiv.org/abs/2610.11884}
}
```

## License

CC BY-NC-SA 4.0. The original audio and metadata remain subject to the JamendoMaxCaps and FMA terms.