Datasets:
dataset card: sources and licenses
Browse files
README.md
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
pretty_name: FML project, multi-teacher distillation data (experiment 2)
|
| 6 |
+
tags:
|
| 7 |
+
- knowledge-distillation
|
| 8 |
+
- math
|
| 9 |
+
- code
|
| 10 |
+
task_categories:
|
| 11 |
+
- text-generation
|
| 12 |
+
size_categories:
|
| 13 |
+
- 10K<n<100K
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
# Multi-teacher distillation data (CS725 course project, experiment 2)
|
| 17 |
+
|
| 18 |
+
Training data for distilling **Qwen2.5-Math-7B-Instruct** (math) and **Qwen2.5-Coder-7B-Instruct** (code) into a small
|
| 19 |
+
student (Qwen2.5-1.5B-Instruct). Files are in [`exp2/`](exp2/); `exp2/README.md` describes every file and how the data
|
| 20 |
+
was built (`exp2/gen_data.py`).
|
| 21 |
+
|
| 22 |
+
Each row holds token ids (Qwen2.5 vocabulary) of `prompt` (the teacher's chat template and system prompt), `response`
|
| 23 |
+
(the teacher's own answer, greedy decoding) and `gold` (the dataset's reference answer). The last 200 rows of each file
|
| 24 |
+
are validation rows.
|
| 25 |
+
|
| 26 |
+
| File | Rows | Sources |
|
| 27 |
+
|---|---|---|
|
| 28 |
+
| `exp2/math.jsonl` | 14,559 | GSM8K train + MATH train |
|
| 29 |
+
| `exp2/code.jsonl` | 14,956 | KodCode-Light-RL-10K + KodCode-V1 |
|
| 30 |
+
| `exp2/math_hard_val.jsonl` | 200 | MATH train (held out) |
|
| 31 |
+
|
| 32 |
+
## Sources and licenses
|
| 33 |
+
|
| 34 |
+
- **GSM8K** (`openai/gsm8k`, train split) — MIT.
|
| 35 |
+
- **MATH** (`EleutherAI/hendrycks_math`, train split; Hendrycks et al., 2021) — MIT.
|
| 36 |
+
- **KodCode** (`KodCode/KodCode-Light-RL-10K`, `KodCode/KodCode-V1`; Xu et al., 2025) — **CC BY-NC 4.0: non-commercial
|
| 37 |
+
use only, with attribution.** Because the code rows derive from KodCode, this dataset is released under CC BY-NC 4.0.
|
| 38 |
+
- **Teacher answers** generated with Qwen2.5-Math-7B-Instruct and Qwen2.5-Coder-7B-Instruct (Apache-2.0).
|
| 39 |
+
|
| 40 |
+
Teacher answers are not filtered for correctness (the math teacher is right on ~96% of GSM8K and ~83% of MATH rows).
|
| 41 |
+
Overlap with the GSM8K test set, MATH-500, HumanEval(+) and MBPP(+) was removed (see `exp2/README.md`).
|