datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
openthoughts4-code-9168-prompts-qwen3-30b-a3b-thinking-2507-n16-flattened-logprobs-k16
OpenThoughts-4 Code SDG: Qwen3-30B-A3B-Thinking-2507 (n=16, top-16 logprobs)
Synthetic generations from
Qwen/Qwen3-30B-A3B-Thinking-2507
on the Marin OpenThoughts-4 code SDG prompt
set.
Each prompt is sampled n=16 times, and for every generated token the dataset
stores the chosen-token log probability plus the top-16 log probabilities
over the vocabulary, enabling distillation, KL-style fine-tuning,
reranking, and uncertainty analysis.
Generation setup
Field… See the full description on the dataset page: https://huggingface.co/datasets/marin-community/openthoughts4-code-9168-prompts-qwen3-30b-a3b-thinking-2507-n16-flattened-logprobs-k16.openthoughts4-science-26041-prompts-qwen3-30b-a3B-thinking-2507-n8-flattened-logprobs-k16
OpenThoughts-4 Science SDG: Qwen3-30B-A3B-Thinking-2507 (n=8, top-16 logprobs)
Synthetic generations from
Qwen/Qwen3-30B-A3B-Thinking-2507
on the Marin OpenThoughts-4 science SDG prompt
set.
Each prompt is sampled n=8 times, and for every generated token the dataset
stores the chosen-token log probability plus the top-16 log probabilities
over the vocabulary, enabling distillation, KL-style fine-tuning,
reranking, and uncertainty analysis.
Generation setup
Field… See the full description on the dataset page: https://huggingface.co/datasets/marin-community/openthoughts4-science-26041-prompts-qwen3-30b-a3B-thinking-2507-n8-flattened-logprobs-k16.polaris_rose_rollouts_olmo3-7b_from_qwen3-30b-a3b_cutoff4096_240steps
Cross-tokenizer ROSE rollouts — Olmo-3-7B-Think-SFT ← Qwen3-30B-A3B-Thinking-2507
Every assembled row of a complete 240-step online-ROSE run: 61,440 rows, the teacher's
actual continuation for each, and the token accounting behind it.
The student writes a 4096-token prefix in its own vocabulary (100278). That prefix is
decoded to text, the teacher is shown it under its own chat template, and the teacher's
reply comes back as text and is tokenised into the student's vocabulary.… See the full description on the dataset page: https://huggingface.co/datasets/SeanWang0027/polaris_rose_rollouts_olmo3-7b_from_qwen3-30b-a3b_cutoff4096_240steps.nanbeige4-3b-thinking-2511_aime-all
Nanbeige/Nanbeige4-3B-Thinking-2511 — aime-all
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: aime-all (933 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 32768
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_aime-all.nanbeige4-3b-thinking-2511_arena-hard-creative-writing
Nanbeige/Nanbeige4-3B-Thinking-2511 — arena-hard-creative-writing
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: arena-hard-creative-writing (250 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_arena-hard-creative-writing.qwen3-30b-a3b_aime-all
Qwen/Qwen3-30B-A3B — aime-all
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: aime-all (933 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 32768
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt application)
raw_output
Full model output… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_aime-all.qwen3-30b-a3b_ifeval
Qwen/Qwen3-30B-A3B — ifeval
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: ifeval (541 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt application)
raw_output
Full model output string… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_ifeval.qwen3-30b-a3b_writingbench-en100
Qwen/Qwen3-30B-A3B — writingbench-en100
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: writingbench-en100 (100 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 8192
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt application)… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_writingbench-en100.nanbeige4-3b-thinking-2511_tinystories-val1pct-raw
Nanbeige/Nanbeige4-3B-Thinking-2511 — tinystories-val1pct-raw
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: tinystories-val1pct-raw (220 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_tinystories-val1pct-raw.qwen3-30b-a3b_alpaca-text-generation-384
Qwen/Qwen3-30B-A3B — alpaca-text-generation-384
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: alpaca-text-generation-384 (384 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_alpaca-text-generation-384.qwen3-30b-a3b_arena-hard-creative-writing
Qwen/Qwen3-30B-A3B — arena-hard-creative-writing
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: arena-hard-creative-writing (250 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_arena-hard-creative-writing.qwen3-30b-a3b_storygen-prompts-200
Qwen/Qwen3-30B-A3B — storygen-prompts-200
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: storygen-prompts-200 (200 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt application)… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_storygen-prompts-200.nanbeige4-3b-thinking-2511_writingbench-en100
Nanbeige/Nanbeige4-3B-Thinking-2511 — writingbench-en100
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: writingbench-en100 (100 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 8192
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_writingbench-en100.qwen3-30b-a3b_bookmia-label0-5pct-raw
Qwen/Qwen3-30B-A3B — bookmia-label0-5pct-raw
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: bookmia-label0-5pct-raw (247 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_bookmia-label0-5pct-raw.qwen3-30b-a3b_creativemath-with-answers
Qwen/Qwen3-30B-A3B — creativemath-with-answers
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: creativemath-with-answers (188 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 32768
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_creativemath-with-answers.nanbeige4-3b-thinking-2511_alpaca-text-generation-384
Nanbeige/Nanbeige4-3B-Thinking-2511 — alpaca-text-generation-384
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: alpaca-text-generation-384 (384 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_alpaca-text-generation-384.nanbeige4-3b-thinking-2511_creativemath-with-answers
Nanbeige/Nanbeige4-3B-Thinking-2511 — creativemath-with-answers
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: creativemath-with-answers (188 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 32768
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_creativemath-with-answers.nanbeige4-3b-thinking-2511_ifeval
Nanbeige/Nanbeige4-3B-Thinking-2511 — ifeval
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: ifeval (541 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_ifeval.nanbeige4-3b-thinking-2511_storygen-prompts-200
Nanbeige/Nanbeige4-3B-Thinking-2511 — storygen-prompts-200
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: storygen-prompts-200 (200 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_storygen-prompts-200.ClimateMBERT-syn-qwen3-30b-a3b-fp8-10k-seed42
ClimateMBERT Synthetic Qwen3 30B A3B FP8 10K Seed42
Synthetic continuation dataset generated from WxChat/ClimateMBERT_syn train split.
Source dataset: WxChat/ClimateMBERT_syn
Source split: train
Sampling: shuffled with random seed 42, ranks 0..9999
Rows: 10,000
Generator: Qwen/Qwen3-30B-A3B-Instruct-2507-FP8
Inference: vLLM on Clariden GH200 GPUs, tensor parallel size 2, non-eager mode
Max tokens: 4096
Generation config: temperature 0.7, top_p 0.8, top_k 20, min_p 0.0… See the full description on the dataset page: https://huggingface.co/datasets/JingweiNi/ClimateMBERT-syn-qwen3-30b-a3b-fp8-10k-seed42.nanbeige4-3b-thinking-2511_bookmia-label0-5pct-raw
Nanbeige/Nanbeige4-3B-Thinking-2511 — bookmia-label0-5pct-raw
Model outputs from the micro-creativity inference suite.
Model: Nanbeige/Nanbeige4-3B-Thinking-2511
Dataset: bookmia-label0-5pct-raw (247 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/nanbeige4-3b-thinking-2511_bookmia-label0-5pct-raw.qwen3-30b-a3b_tinystories-val1pct-raw
Qwen/Qwen3-30B-A3B — tinystories-val1pct-raw
Model outputs from the micro-creativity inference suite.
Model: Qwen/Qwen3-30B-A3B
Dataset: tinystories-val1pct-raw (220 items)
Part of collection: ZachW/llm-creativity-benchmarks
Generation config
temperature: 0.0
max_tokens: 16384
seed: 42
backend: vllm
Columns
Column
Description
task_id
Unique task identifier
input
The exact prompt sent to the model (after meta-prompt… See the full description on the dataset page: https://huggingface.co/datasets/ZachW/qwen3-30b-a3b_tinystories-val1pct-raw.pubmedqa-recursive-llm-degradation-qwen2.5-3b
PubMedQA Recursive LLM Degradation — Qwen2.5-3B
This repository contains synthetic biomedical question-answering data
and model predictions generated as part of a study of recursive
fine-tuning and model degradation.
Base Model
Qwen/Qwen2.5-3B
Source Dataset
The experiments use the PubMedQA dataset:
qiaoxin/PubMedQA
This repository contains generated/derived research artifacts and does
not redistribute the original PubMedQA dataset in its entirety.… See the full description on the dataset page: https://huggingface.co/datasets/chrislimbe/pubmedqa-recursive-llm-degradation-qwen2.5-3b.
