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README.md
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- music
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- multi-audio
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- music-qa
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- source-separation
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- audio-language-model
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configs:
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- config_name: main
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data_files: data/main.jsonl
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sequence: string
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# STEMMA-Instruct
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<p align="center">
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<a href="https://github.com/hoyso48/STEMMA">💻 Code</a> |
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<a href="https://huggingface.co/hoyso48/STEMMA-MOSS-Music">🤗 STEMMA-MOSS-Music</a>
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</p>
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not from a language model.
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(FMA). The in-house dataset used in the paper is not included. The release is text and metadata only; audio is rebuilt
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from the original corpora.
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## Key Statistics
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| Statistic | Value |
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| **Songs** | 81,416 (JamendoMaxCaps 69,297 · FMA 12,119) |
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| **Audio inputs per instance** | 2–5 |
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| **Relation tasks** | 29 |
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## Dataset Structure
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| Field | Type | Description |
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| `id` | string | Instance identifier (e.g., `fma-relation-000007`) |
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| `task` | string | Relation task (`<relation>_<format>`) or `coreference` |
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| `question` | string | Prompt with one `<audio>` placeholder per entry of `audios`, in order |
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| `answer` | string | Target response |
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| `audios` | list[string] | Audio IDs (see [Audio](#audio)) |
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| Config | Rows | Content |
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| `main` | 162,832 | Relation MultiQA + Coreference |
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| `relation_only` | 81,416 | Relation MultiQA |
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| `coreference_only` | 81,416 | Coreference |
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##
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- **pair_yes_no** (34,466): two clips, yes/no.
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*"Are Audio A and Audio B different isolated components from the same recorded section?"* → `yes`
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- **pair_short_answer** (18,812): two clips, a short answer listing shared keys or tags.
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*"What genres do Audio A and Audio B share?"* → `The genres Audio A and Audio B share are folk, pop, singersongwriter.`
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- **anchor_candidates_mcq** (28,138): an anchor and four candidates, one correct.
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*"Which candidate audio comes from the same track as Audio A?"* → `C`
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**Coreference** (81,416) gives two to four full songs under separate labels and asks for a description of each; the
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target repeats each song's own caption under its label.
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| Group | Relations |
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## Audio
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Audio IDs
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| `<corpus>/masters/<track>/<track>-NNN-<section>` | one section of the song |
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| `<corpus>/blocks/<track>/<section>/<track>-NNN-<section>-<role>` | one stem of that section (`vocals`, `drums`, `bass`, `other`) |
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| `<corpus>/masters/<track>` | the full song (its sections in order); used by Coreference |
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Section boundaries are in `metadata/<corpus>.duckdb`; stems were separated with SCNet. The
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[code repository](https://github.com/hoyso48/STEMMA) rebuilds the clips from the original audio.
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## Metadata and Captions
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| File | Content |
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| `metadata/{jamendomaxcaps,fma}.duckdb` | `tracks` (title, duration, key, tempo), `sections` (boundaries), `samples` (clip unit, stem role, key, tempo, quality flag), `genres`, `instruments`, `chords`, `moods` |
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| `captions/{jamendomaxcaps,fma}.jsonl` | `{"audio": "<corpus>/masters/<track>", "caption": "..."}`, the full-song captions used by Coreference |
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## Usage
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```python
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from datasets import load_dataset
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import duckdb
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data = load_dataset("hoyso48/STEMMA-Instruct", "main", split="train")
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example = data[0]
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print(example["task"], example["question"], example["answer"], example["audios"], sep="\n")
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# Section boundaries for a clip (after downloading metadata/fma.duckdb)
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con = duckdb.connect("metadata/fma.duckdb", read_only=True)
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print(con.execute("select * from sections where track_id = '086595' order by section_index").fetchall())
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```
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## Citation
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## License
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Archive.
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- music
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- multi-audio
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- music-qa
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configs:
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- config_name: main
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data_files: data/main.jsonl
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sequence: string
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---
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# STEMMA-Instruct
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<p align="center">
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<a href="https://github.com/hoyso48/STEMMA">💻 Code</a> |
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<a href="https://huggingface.co/hoyso48/STEMMA-MOSS-Music">🤗 STEMMA-MOSS-Music</a>
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</p>
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Multi-audio music instruction data from *STEMMA: Song-to-Stem Multi-Audio Reasoning for Large Audio Language Models*,
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built from JamendoMaxCaps and the commercially reusable subset of FMA. The in-house dataset used in the paper is not
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included.
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| Instances (`main`) | 162,832 = Relation MultiQA 81,416 + Coreference 81,416 |
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| Songs | JamendoMaxCaps 69,297 · FMA 12,119 |
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| Audio inputs per instance | 2–5 (songs, sections, or section stems) |
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## Format
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| Field | Description |
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| `id` | instance ID |
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| `task` | `<relation>_<format>` (29 relation tasks) or `coreference` |
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| `question` | prompt with one `<audio>` per entry of `audios` |
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| `answer` | target |
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| `audios` | audio IDs |
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Configs: `main`, `relation_only`, `coreference_only`. Relation MultiQA formats are yes/no, short answer, and
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four-candidate multiple choice; Coreference describes 2–4 songs under separate labels.
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## Audio
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Audio is not included. Audio IDs map to the original tracks (Jamendo / FMA track IDs):
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`<corpus>/masters/<track>/<track>-NNN-<section>` (section), `<corpus>/blocks/<track>/<section>/...-<role>` (SCNet stem),
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`<corpus>/masters/<track>` (full song). Section boundaries are in `metadata/<corpus>.duckdb`, which also holds track,
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clip, and tag metadata; `captions/` holds the full-song captions used by Coreference.
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## Citation
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## License
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CC BY-NC-SA 4.0. The original audio and metadata remain subject to the JamendoMaxCaps and FMA terms.
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