datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
4B-think-reason-only.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-think-reason-only.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/4B-think-reason-only.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.
The source thoughts are two parts: a <think> block, then a few dense sentences that the
generator wrapped in a literal <thought>…</thought> block (plain text, not special tokens).
Only the part after </think> becomes the VALUE, with every <thought> / </thought> tag
removed… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-think-reason-only.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.4B-think-paragraph.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-think-paragraph.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/4B-think-paragraph.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.
The source thoughts are two parts: a <think> block, then a single paragraph of dense
reasoning about the immediate continuation. Only the part after </think> — the paragraph —
becomes the VALUE. The reasoning inside the think block is dropped.
The VALUE is capped at 512 tokens.… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-think-paragraph.stride-train1-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.4B-Instruct-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-Instruct-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/4B-reason-only.rule-r-1.0-k-8.L-512.statml-arxiv.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as
Qwen/Qwen3-4B-Base… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-Instruct-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.cli-commands-explained
Overview
This dataset is a collection of 16,098 command line instructions sourced from Commandlinefu and Cheatsheets. It includes an array of commands, each with an id, title, description, date, url to source, author, votes, and flag indicating if the description is AI generated. The descriptions are primarily authored by the original contributors, for entries where descriptions were absent, they have been generated using NeuralBeagle14-7B. Out of the total entries, 10,039… See the full description on the dataset page: https://huggingface.co/datasets/b-mc2/cli-commands-explained.4B-Instruct-distill-jx739p0v.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-Instruct-distill-jx739p0v.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/4B-Instruct-distill-jx739p0v.stride-1.k-8.statml-arxiv.qwen3-ids. Each thought_text is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: {last 8 prefix tokens}
VALUE: {thought_text}
<|/note|>
and stored both as text… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-Instruct-distill-jx739p0v.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.4B-Instruct-RL-step2176-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-Instruct-RL-step2176-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/4B-Instruct-RL-step2176-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids, the thoughts written by the prestar-RL policy
Qwen3-4B-Instruct-2507.prestar-RL.reason-only.lr7e-7-kl0.step-2176.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-Instruct-RL-step2176-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.4B-Instruct-distill-3rkrz2vo.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-Instruct-distill-3rkrz2vo.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/4B-Instruct-distill-3rkrz2vo.stride-1.k-8.statml-arxiv.qwen3-ids. Each thought_text is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: {last 8 prefix tokens}
VALUE: {thought_text}
<|/note|>
and stored both as text… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-Instruct-distill-3rkrz2vo.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.4B-ranked-v9b.stride-train2-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
4B-ranked-v9b.stride-train2-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/4B-ranked-v9b.stride-train2-test32.k-8.statml-arxiv.qwen3-ids.
The source thoughts are two parts: a <think> block, then a ranked list of candidate
continuations. Only the part after </think> — the list — becomes the VALUE. The reasoning
inside the think block is dropped.
The VALUE is capped at 512 tokens.
4.38% of rows have no usable list: the… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-ranked-v9b.stride-train2-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.repro-time-series-saliency-maps-explaining-models-across-multiple-domains-traces
Agent traces
Agent sessions published from a Trackio Logbook.
4B-ranked-v7.rule-stride-train4-test32.k-8.L-4096.statml-arxiv.qwen3-ids.kv-tags-explainedgvg-explainable-game-similarity
GVG Explainable Game Similarity Dataset 2026 (v0.1.0)
50 human-reviewed pairs of similar PC games (82 games) from Game V Game. Each row says why the two games are similar, what differs, and who each suits, in English and Chinese, and cites the two official Steam store records the claims were checked against (with capture dates).
Most similarity data says two games are alike and stops. This one is small on purpose: every row was read by a person against the current Steam records… See the full description on the dataset page: https://huggingface.co/datasets/lette2/gvg-explainable-game-similarity.luna-reason-only.stride-train8-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
luna-reason-only.stride-train8-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/luna-reason-only.stride-train8-test32.k-8.statml-arxiv.qwen3-ids. Each thought_text is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: {last 8 prefix tokens}
VALUE: {thought_text}
<|/note|>
and stored both as text… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/luna-reason-only.stride-train8-test32.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.gemini_hana_full_rate_explainspam.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
spam.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A length-matched null control for JackHsieh/luna-reason-only.stride-train8-test32.k-8.statml-arxiv.qwen3-ids, stored directly in the
kv-tags-explained training format (there is no separate base repo). Every thought is this
one sentence, repeated:
We are thinking hard about what comes in the next 8 tokens by reasoning correctly and carefully about what comes before it in the document.
It is fluent, on-topic and… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/spam.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.8B-reason-only.stride-32-test.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
8B-reason-only.stride-32-test.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/8B-reason-only.stride-32-test.k-8.statml-arxiv.qwen3-ids.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/8B-reason-only.stride-32-test.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.gemini_meva_full_rate_explain32B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
32B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/32B-reason-only.rule-r-1.0-k-8.L-512.statml-arxiv.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/32B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained.gemini_SummEval_full_rate_explain32B-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
32B-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained
A pre-tokenized, tag-wrapped variant of JackHsieh/32B-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids. Each thought_text is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: {last 8 prefix tokens}
VALUE: {thought_text}
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/32B-reason-only.stride-1.k-8.statml-arxiv.qwen3-ids.kv-tags-explained.luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.kv-tags-explained
luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/luna-reason-only.k-8.statml-arxiv-llama32.
Each thought is wrapped as
<|reserved_special_token_1|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|reserved_special_token_2|>
and stored both as text (thought_text)… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.kv-tags-explained.qwen3-distill-3e5-4ep-s4724-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
qwen3-distill-3e5-4ep-s4724-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/qwen3-distill-3e5-4ep-s4724-greedy.k-8.statml-arxiv-qwen3.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/qwen3-distill-3e5-4ep-s4724-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.4B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
4B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/4B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text)… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-reason-only.stride-train8off4-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained.32B-reason-only.stride-train8-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
32B-reason-only.stride-train8-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/32B-reason-only.rule-r-1.0-k-8.L-512.statml-arxiv.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/32B-reason-only.stride-train8-test32.k-8.L-512.statml-arxiv.qwen3-ids.kv-tags-explained.qwen3-distill-3rkrz2vo.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
qwen3-distill-3rkrz2vo.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/qwen3-4B-instruct-luna-distill-step2362.reason-only.k-8.statml-arxiv-qwen3.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/qwen3-distill-3rkrz2vo.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.qwen3-distill-1e5-1ep-s1440-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
qwen3-distill-1e5-1ep-s1440-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/qwen3-distill-1e5-1ep-s1440-greedy.k-8.statml-arxiv-qwen3.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/qwen3-distill-1e5-1ep-s1440-greedy.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.mantra-luna-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
mantra-luna-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/mantra-luna-lenmatched.k-8.statml-arxiv-qwen3.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as
Qwen/Qwen3-4B-Base token… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/mantra-luna-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.alignllm-explainer-metricssoliaudit-dasp-sequence-gnn-no-explainer4B-reason-only-v2.stride-train8off4-test32.k-8.L-1024.statml-arxiv.qwen3-ids.kv-tags-explained
4B-reason-only-v2.stride-train8off4-test32.k-8.L-1024.statml-arxiv.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/4B-reason-only-v2.stride-train8off4-test32.k-8.L-1024.statml-arxiv.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/4B-reason-only-v2.stride-train8off4-test32.k-8.L-1024.statml-arxiv.qwen3-ids.kv-tags-explained.qwen3-distill-1e5-1ep-s480-rec.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
qwen3-distill-1e5-1ep-s480-rec.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/qwen3-distill-1e5-1ep-s480-rec.k-8.statml-arxiv-qwen3.
Each thought is wrapped as
<|note|>
This is a hint about a span that appears later in this document. KEY is the text immediately before that span; VALUE is a note about what might come next.
KEY: <last 8 prefix tokens>
VALUE: <thought>
<|/note|>
and stored both as text (thought_text) and as… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/qwen3-distill-1e5-1ep-s480-rec.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.