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EarthSpeciesProject
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BEANS-Next

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neurips2026
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Upload sample: metadata.parquet + audio/ (20 rows per subset)

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README.md CHANGED
@@ -1,63 +1,14 @@
1
  ---
2
- license: apache-2.0
3
- configs: []
 
 
 
4
  ---
5
 
6
- # beans-next
7
 
8
- **beans-next** is the Hugging Face dataset for the **BEANS-Next** Parquet bundle: metadata shards that mirror the public JSONL splits. Audio is **not** embedded—each row keeps GCS URIs so loaders fetch WAV bytes the same way as the `esp_data` path.
9
-
10
- **Tiers 1-3** (directories ``tier_1``, ``tier_2``, ``tier_3``) hold only single-audio **Beans-Next** subsets. **Tier 4** (``tier_4_in_context``) holds **only** **Beans-Next** in-context (multi-audio) subsets; those subsets do not appear in tiers 1-3.
11
-
12
- ## Repository layout
13
-
14
- Each subset has one default shard (``test`` split only):
15
-
16
- - **tier_1/`<subset>`/test.parquet** — tier 1, Beans-Next (single-audio)
17
- - **tier_2/`<subset>`/test.parquet** — tier 2, Beans-Next (single-audio)
18
- - **tier_3/`<subset>`/test.parquet** — tier 3, Beans-Next (single-audio)
19
- - **tier_4_in_context/`<subset>`/test.parquet** — tier 4 only, Beans-Next (in-context)
20
-
21
- ### Tier 1 subsets
22
-
23
- - `crow-description`
24
- - `f0-mean-heldout-taxa`
25
- - `f0-mean-seen-taxa`
26
- - `zebra-description`
27
-
28
- ### Tier 2 subsets
29
-
30
- - `alarm-call-presence`
31
- - `amphibian-presence`
32
- - `bird-presence`
33
- - `call-type-fixed-vocab`
34
- - `flight-call-presence`
35
- - `mammal-presence`
36
-
37
- ### Tier 3 subsets
38
-
39
- - `insect-presence`
40
-
41
- ### Tier 4 subsets (Beans-Next in-context)
42
-
43
- - `crow-4way`
44
- - `dcase-fewshot-detection-balanced`
45
- - `giant-otter-4way`
46
- - `gibbon-fewshot-detection-balanced`
47
- - `unseen-species-4way`
48
- - `zebra-4way`
49
-
50
- ## Provenance
51
-
52
- Consolidated with ``scripts/consolidate_beans_next_parquet.py`` from the public GCS JSONL paths encoded for **Beans-Next** in ``beans_pro.datasets.beans_next_parquet``.
53
-
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- ## Loading with ``datasets``
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-
56
- Each subset is a separate **configuration** (``config_name`` == subset id). The Hub README maps the Parquet shard to split **``test``** (not ``train``).
57
-
58
- ```python
59
- from datasets import load_dataset
60
-
61
- ds = load_dataset("EarthSpeciesProject/beans-next", "crow-description", split="test")
62
- print(ds[0])
63
- ```
 
1
  ---
2
+ configs:
3
+ - config_name: default
4
+ data_files:
5
+ - split: train
6
+ path: metadata.parquet
7
  ---
8
 
9
+ # BEANS-Next
10
 
11
+ Audio files live under `audio/`. Metadata is in `metadata.parquet` with a
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+ `file_name` column (repo-relative paths) so the Hugging Face Dataset Viewer can
13
+ play clips. Filter by `task` (benchmark subset id), e.g.
14
+ `dataset["train"].filter(lambda x: x["task"] == "crow-description")`.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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