datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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.eli5_rlhf_explainlikeim5
ELI5 paired
This is a processed version of the eli5 dataset.
Compared to "eli5_rlhf", this dataset contains only QA pairs from the train split of the eli5 dataset and only from the subreddit explainlikeimfive.
Furthermore, the function
def get_question(example):
title = example["title"]
selftext = example["selftext"]
if selftext:
if selftext[-1] not in [".", "?", "!"]:
seperator = ". "
else:
seperator = " "
question = title… See the full description on the dataset page: https://huggingface.co/datasets/vincentmin/eli5_rlhf_explainlikeim5.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-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.joke_explaination
Dataset Card for Dataset Name
Dataset Summary
Corpus for testing whether your LLM can explain the joke well. But this is a rather small dataset, if someone can point to a larger ones would be very nice.
Languages
English
Dataset Structure
Data Fields
url : link to the explaination
joke : the original joke
explaination : the explaination of the joke
Data Splits
Since its so small, there's no splits just like gsm8k
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.vihsd-explainable-dpo
vihsd-explainable-dpo
DPO preference dataset derived from vominhmanh/vihsd-explainable for Direct Preference Optimization (DPO).
Each example is a preference pair (chosen vs rejected) for the same prompt.
Schema (per example):
prompt (string): the original SFT prompt for Vietnamese moderation (user instruction).
chosen (string): JSON string with keys explanation, evidence, label — preferred (longer/more informative) explanation.
rejected (string): JSON string with keys explanation… See the full description on the dataset page: https://huggingface.co/datasets/vominhmanh/vihsd-explainable-dpo.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.vihsd-explainable-dpo
vihsd-explainable-dpo
DPO preference dataset derived from vominhmanh/vihsd-explainable for Direct Preference Optimization (DPO).
Each example is a preference pair (chosen vs rejected) for the same prompt.
Schema (per example):
prompt (string): the original SFT prompt for Vietnamese moderation (user instruction).
chosen (string): JSON string with keys explanation, evidence, label — preferred (longer/more informative) explanation.
rejected (string): JSON string with keys… See the full description on the dataset page: https://huggingface.co/datasets/vlinhd11/vihsd-explainable-dpo.note-explain
NoteExplain Clinical Dataset
Training and evaluation data for clinical note simplification - translating medical documents into patient-friendly language.
Data Sources
Component
Source
License
Original clinical notes
MTSamples (Kaggle)
Public domain
Simplified outputs
AI-generated by google/gemma-2-9b-it
Apache 2.0
Quality scores
AI-judged by google/medgemma-27b-text-it
-
Dataset Description
This dataset was created for the MedGemma… See the full description on the dataset page: https://huggingface.co/datasets/dejori/note-explain.spam.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.32B-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.vihsd-explainable
vihsd-explainable
ViHSD (extended) — Vietnamese toxic/offensive dataset with explanations & evidence.
This dataset extends the original htdung167/ViHSD examples by adding:
explanation: a short Vietnamese rationale (why the gold label applies)
evidence: verbatim substrings extracted from the text that justify the label
Splits
train, validation, test — same splits as original ViHSD
Schema (per sample)
text (string): original sentence
label_id (int): 0=CLEAN… See the full description on the dataset page: https://huggingface.co/datasets/vominhmanh/vihsd-explainable.32B-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.vihsd-explainable
vihsd-explainable
ViHSD (extended) — Vietnamese toxic/offensive dataset with explanations & evidence.
This dataset extends the original htdung167/ViHSD examples by adding:
explanation: a short Vietnamese rationale (why the gold label applies)
evidence: verbatim substrings extracted from the text that justify the label
Splits
train, validation, test — same splits as original ViHSD
Schema (per sample)
text (string): original sentence
label_id (int): 0=CLEAN… See the full description on the dataset page: https://huggingface.co/datasets/Greeed88/vihsd-explainable.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.4B-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.vihsd-explainable
vihsd-explainable
ViHSD (extended) — Vietnamese toxic/offensive dataset with explanations & evidence.
This dataset extends the original htdung167/ViHSD examples by adding:
explanation: a short Vietnamese rationale (why the gold label applies)
evidence: verbatim substrings extracted from the text that justify the label
Splits
train, validation, test — same splits as original ViHSD
Schema (per sample)
text (string): original sentence
label_id (int): 0=CLEAN… See the full description on the dataset page: https://huggingface.co/datasets/dongeov/vihsd-explainable.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.mantra-offset4-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
mantra-offset4-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained
Tokenized, tag-wrapped form of JackHsieh/mantra-offset4-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… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/mantra-offset4-lenmatched.k-8.statml-arxiv-qwen3.qwen3-ids.kv-tags-explained.smolified-offline-legal-explainer
🤏 smolified-offline-legal-explainer
Intelligence, Distilled.
This is a synthetic training corpus generated by the Smolify Foundry.
It was used to train the corresponding model fireblaster234/smolified-offline-legal-explainer.
📦 Asset Details
Origin: Smolify Foundry (Job ID: 0b4fe722)
Records: 1363
Type: Synthetic Instruction Tuning Data
⚖️ License & Ownership
This dataset is a sovereign asset owned by fireblaster234.
Generated via Smolify.ai.
titleix-explainer
Title IX Respondent Explainer (Atomizer-ready)
Purpose. An instruction-tuning dataset designed to train an information-only explainer bot for Title IX respondents. The bot helps users understand fields on a Title IX form, timelines, rights, and process basics. It does not give legal advice and does not make determinations about responsibility.
Audience: Respondents (the party accused) using a Title IX website or form.Scope: Descriptive/educational answers only — no adjudication, no… See the full description on the dataset page: https://huggingface.co/datasets/carseng/titleix-explainer.benefits-notices-explained-v4
Benefits Notices, Explained — training set v4
The dataset is the deliverable. 124 checker-filtered teacher-distillation
dialogs that train a small model (Qwen3-4B QLoRA) to explain U.S. benefits
notices under a falsifiable behavior spec: earned-vocabulary ceiling
(frozen 2,801-lemma NGSL allowed list + words the reader used + glossed
terms), character-for-character anchor fidelity (dates, amounts, phones,
durations, case/form numbers, citations), quote-then-explain, no advice… See the full description on the dataset page: https://huggingface.co/datasets/jmerithew1/benefits-notices-explained-v4.