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Quality apologies are rare, and even rarer when it comes to adults apologising to children. Some of us might be afraid we will be seen as weak, and not worthy of being taken seriously in future. But when someone feels wronged or disadvantaged by inappropriate behaviour they need to feel safe in the knowledge that the i...
Quality apologies are rare, and even rarer when it comes to adults apologising to children. <think>Establishing the social asymmetry: adults hold power, making their apology a significant act of humility rather than obligation.</think> Some of us might be afraid we will be seen as weak, and not worthy of being taken se...
qwen3.6-35b-a3b-mlx-int6-mlx
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Chinese glaciologist and climate scientist and IGU Vice-President Dr. Qin Dahe has been awarded this year’s Volvo Environment Prize. The award winner is a key contributor to the fifth assessment report from the UN climate panel (IPPC), whose first section, the “Physical Science Basis”, was released in September. He att...
Chinese glaciologist and climate scientist and IGU Vice-President Dr. Qin Dahe has been awarded this year’s Volvo Environment Prize. <think>Establishing the subject's high-level credentials and the specific award context.</think> The award winner is a key contributor to the fifth assessment report from the UN climate p...
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As a high school English teacher, my goal is to produce globally aware students who see the larger context of the curricula we are studying. Texts, such as Harper Lee’s To Kill a Mockingbird, are valuable lenses to educate my students about what it means to be humane, active participants in their classroom and the worl...
As a high school English teacher, my goal is to produce globally aware students who see the larger context of the curricula we are studying. <think>The author establishes a pedagogical philosophy centered on global awareness and humanistic education.</think> Texts, such as Harper Lee’s To Kill a Mockingbird, are valuab...
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New research reveals that rising global temperatures could jeopardise today’s status quo for many kelp forests, with unknown implications for the productive ecosystems that depend on them. In tropical waters corals dominate the coastal marine ecosystem, yet travel north or south from the paradisiacal tropics and you wi...
New research reveals that rising global temperatures could jeopardise today’s status quo for many kelp forests, with unknown implications for the productive ecosystems that depend on them. <think>This statement sets up a causal link between climate change and ecosystem stability, framing the subsequent description of k...
qwen3.6-35b-a3b-mlx-int6-mlx
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WHAT IS RHEUMATIC HEART DISEASE? Rheumatic heart disease is a rare form of heart disease that typically impacts children. It is caused by having rheumatic fever, which itself is a complication from the strep throat bacteria. Rheumatic fever is a serious illness that can follow strep throat, a condition in which a sore ...
WHAT IS RHEUMATIC HEART DISEASE? <think>Defining the etiology and scope of the condition.</think> Rheumatic heart disease is a rare form of heart disease that typically impacts children. It is caused by having rheumatic fever, which itself is a complication from the strep throat bacteria. Rheumatic fever is a serious i...
qwen3.6-35b-a3b-mlx-int6-mlx
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It’s one thing when college students protest construction of a nuclear power plant. Those who are already convinced applaud. Those who aren’t convinced are likely to be unimpressed. When a scientist speaks out, there’s likely to be a little more interest. When that scientist is Richard E. Webb, it’s important that we a...
It’s one thing when college students protest construction of a nuclear power plant. <think>The author establishes a hierarchy of credibility to argue that Webb’s testimony carries unique weight due to his insider status.</think> Those who are already convinced applaud. Those who aren’t convinced are likely to be unimpr...
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de | fr | en print view Claudia Mertens (MSc) is an animal welfare expert of the SPCA in Zürich and member of two governmental 'Animal Care and Use Committees'. PD Dr. Rülicke is head of the Biological Central Laboratory and expert for transgenic technology at the Institute for Laboratory Animal Sciences University of ...
de | fr | en print view Claudia Mertens (MSc) is an animal welfare expert of the SPCA in Zürich and member of two governmental 'Animal Care and Use Committees'. <think>Establishing the authors' dual expertise in ethics and technical biology to validate the interdisciplinary approach.</think> PD Dr. Rülicke is head of t...
qwen3.6-35b-a3b-mlx-int6-mlx
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Species Hitched Ride to Madagascar on Floating Islands Woolly lemur (Avahi laniger), a primate species found on Madagascar. CREDIT: Mitchell Irwin The mysteriously rich diversity of life on the isle of Madagascar might have arrived there in part on 'floating islands' carried by ocean currents, researchers now say. Mada...
Species Hitched Ride to Madagascar on Floating Islands Woolly lemur (Avahi laniger), a primate species found on Madagascar. CREDIT: Mitchell Irwin The mysteriously rich diversity of life on the isle of Madagascar might have arrived there in part on 'floating islands' carried by ocean currents, researchers now say. <thi...
qwen3.6-35b-a3b-mlx-int6-mlx
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||What Kinds of Jellyfish are Common Along the North Carolina Coast? 19 August 1998 |Several species of jellyfish are found in North Carolina waters, carried here by oceans currents, wind and tides. Although jellyfish encounters may be unpleasant for beachgoers and swimmers, the world of these ocean travelers is quite ...
||What Kinds of Jellyfish are Common Along the North Carolina Coast? 19 August 1998 |Several species of jellyfish are found in North Carolina waters, carried here by oceans currents, wind and tides. <think>Establishing the environmental drivers for jellyfish presence in this specific region.</think> Although jellyfish ...
qwen3.6-35b-a3b-mlx-int6-mlx
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Warmth, and storms arguably boosted by that warmth, dominated local weather headlines in 2012. After a winter without a winter, we got off to a blazing start to the warm season with the toastiest March on record, and then we were unfortunate enough to deal with our third top-three hottest summer of heat in as many year...
Warmth, and storms arguably boosted by that warmth, dominated local weather headlines in 2012. <think>Establishing the macro-climatic trend: rising temperatures are driving extreme weather events.</think> After a winter without a winter, we got off to a blazing start to the warm season with the toastiest March on recor...
qwen3.6-35b-a3b-mlx-int6-mlx
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Earthquakes are unpredictable, and their effects can be severe. Unlike other natural disasters, there is no accurate way to predict when and where they will occur. Even if you don’t live in an area prone to earthquakes, you could still be affected. Recently, a magnitude 7.8 earthquake struck Turkey, and it caused devas...
Earthquakes are unpredictable, and their effects can be severe. <think>Establishing the core premise: unpredictability and high stakes.</think> Unlike other natural disasters, there is no accurate way to predict when and where they will occur. Even if you don’t live in an area prone to earthquakes, you could still be a...
qwen3.6-35b-a3b-mlx-int6-mlx
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Stargazing in the Asheville Area By Asheville Insider Astronomy in the Mountains Surrounded by the tallest mountains this side of the Mississippi River, Asheville is the perfect home base for your stargazing adventure. There's nothing quite so spell-binding as looking up into a starry sky filled with constellations, di...
Stargazing in the Asheville Area By Asheville Insider Astronomy in the Mountains Surrounded by the tallest mountains this side of the Mississippi River, Asheville is the perfect home base for your stargazing adventure. <think>The text establishes Asheville’s geographic advantage for astronomy due to its mountainous ter...
qwen3.6-35b-a3b-mlx-int6-mlx
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Central America: A Large and Growing Market · The United States exported $9 billion in goods to the five Central American countries in 2001, about the same as U.S. exports to Russia, India and Indonesia combined. U.S. exports to the region have been growing, up 42% since 1996. · The U.S. is the main supplier of goods a...
Central America: A Large and Growing Market · The United States exported $9 billion in goods to the five Central American countries in 2001, about the same as U.S. exports to Russia, India and Indonesia combined. <think>Establishing the scale of trade to highlight economic significance.</think> U.S. exports to the regi...
qwen3.6-35b-a3b-mlx-int6-mlx
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‘Neurodiversity’ is a relatively new term that refers to people who have dyslexia, autism, ADHD, dyspraxia and other neurological conditions. These are ‘spectrum’ conditions, with a wide range of characteristics, but which nevertheless share some common features in terms of how people learn and process information. - W...
‘Neurodiversity’ is a relatively new term that refers to people who have dyslexia, autism, ADHD, dyspraxia and other neurological conditions. <think>Establishing the scope: this text defines neurodiversity to frame autism within a broader context of neurological variation, rather than as an isolated defect.</think> The...
qwen3.6-35b-a3b-mlx-int6-mlx
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paper_interleaved_thinking_v1
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Like all physical activities, weightlifting requires healthy and nutritious food and proper timing. However, weightlifting is also part of the bulking process, where you consume more calories to bulk up and build muscle. Still, the sole purpose of weightlifting isn’t only to bulk up, as you can lift weights for muscle ...
Like all physical activities, weightlifting requires healthy and nutritious food and proper timing. <think>Establishing the baseline: optimal performance relies on nutrition and timing.</think> However, weightlifting is also part of the bulking process, where you consume more calories to bulk up and build muscle. Still...
qwen3.6-35b-a3b-mlx-int6-mlx
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paper_interleaved_thinking_v1
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|The EFA 2000 Assessment: Country Reports| Part III Prospects The commitment for providing Education to All by the Government and other partners is not in doubt. As we face the 21st Century, the enhanced public wareness, the political will and dialogue would continue creating enabling environment for the achievement of...
|The EFA 2000 Assessment: Country Reports| Part III Prospects The commitment for providing Education to All by the Government and other partners is not in doubt. <think>This section outlines the strategic outlook and institutional commitments for achieving Education for All (EFA) goals in the 21st century.</think> As w...
qwen3.6-35b-a3b-mlx-int6-mlx
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paper_interleaved_thinking_v1
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Our schools of Dialectic and Rhetoric are structured in the Collegiate Model. Students will follow one of six diploma tracks (Advanced Classical, Advanced Language, Homeschool, Performing Arts, Standard, and STEM Diplomas) with classes that meet on Monday/Wednesday, Tuesday/Thursday and Friday. Full-Time and Part-Time ...
Our schools of Dialectic and Rhetoric are structured in the Collegiate Model. <think>Establishing the institutional framework to contextualize the specific program options.</think> Students will follow one of six diploma tracks (Advanced Classical, Advanced Language, Homeschool, Performing Arts, Standard, and STEM Dipl...
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Domesticated hens typically live together in a hen house, centralized so that the farm workers can collect their eggs without having to travel much. And with any such innovation, there are always downsides. In this case, though, there’s an unexpected one: for some reason, domesticated hens are prone to cannibalism, att...
Domesticated hens typically live together in a hen house, centralized so that the farm workers can collect their eggs without having to travel much. <think>Establishing the industrial context: efficiency drives the housing design.</think> And with any such innovation, there are always downsides. In this case, though, t...
qwen3.6-35b-a3b-mlx-int6-mlx
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A solenoid valve is used for controlling the flow of process media from one location to another. It is an electro-mechanical valve that can turn on or shut off flow and can be used to control the flow of steam, air, water, oil or other processes. A solenoid valve can be use alone or in tandem with other valves. One or ...
A solenoid valve is used for controlling the flow of process media from one location to another. <think>This introduces the fundamental function of the device: remote or automated flow control.</think> It is an electro-mechanical valve that can turn on or shut off flow and can be used to control the flow of steam, air,...
qwen3.6-35b-a3b-mlx-int6-mlx
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More does not necessarily equal more. This is the impression one forms when Gregor Kastner explains his field of research. “I don’t use the term big data lightly,” Kastner explains. More data does not always make us smarter; it depends on the question one needs answered. “If I keep the question simple, more data makes ...
More does not necessarily equal more. <think>Introducing the core paradox: data volume vs. informational value.</think> This is the impression one forms when Gregor Kastner explains his field of research. “I don’t use the term big data lightly,” Kastner explains. More data does not always make us smarter; it depends on...
qwen3.6-35b-a3b-mlx-int6-mlx
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Popular Science Monthly/Volume 8/January 1876/Instinct and Acquisition |INSTINCT AND ACQUISITION.| SO great was the influence of that school of psychology which maintained that we and all other animals had to acquire in the course of our individual lives all the knowledge and skill necessary for our preservation, that ...
Popular Science Monthly/Volume 8/January 1876/Instinct and Acquisition |INSTINCT AND ACQUISITION.| <think>The text introduces a historical debate in psychology between empiricism (learning through experience) and nativism (instinct).</think> SO great was the influence of that school of psychology which maintained that ...
qwen3.6-35b-a3b-mlx-int6-mlx
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I can't find the original source, but someone once said that a language is just a dialect with its own army. People my age have had to get used to this, what with the proliferation of new countries since 1990. Europe now has fifty sovereign states, which is why the Euro 2012 football championship takes two years to get...
I can't find the original source, but someone once said that a language is just a dialect with its own army. <think>This quote highlights the political nature of linguistic classification, setting the stage for a discussion on post-Soviet and post-Yugoslav fragmentation.</think> People my age have had to get used to th...
qwen3.6-35b-a3b-mlx-int6-mlx
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End of preview. Expand in Data Studio

Qwen3 0.6B Interleaved Thinking Data

This dataset contains 8,704 pretraining-style text chunks augmented with short interleaved teacher thoughts. It was built for the blog post Self-Improving Pretraining as a Substrate for Agentic Post-Training.

The dataset turns ordinary pretraining text into the supervised stage of a thinking mid-training pipeline. A teacher inserts short local thoughts into raw FineWeb-Edu chunks while preserving the original text. The student then learns the interface: where thoughts appear, what they look like, and how they connect to nearby text.

This is not an instruction dataset. It is a small research artifact for studying whether a base model can learn an interleaved thought interface before RL mid-training rewards thought-conditioned suffix prediction.

Contents

  • train.jsonl: 8,192 rows
  • validation.jsonl: 512 rows
  • DATA_AUDIT.md: local audit summary and caveats

Each row contains:

  • raw_text: original text chunk
  • augmented_text: original text with <think>...</think> spans interleaved
  • raw_chunk_ids: token ids for the raw chunk
  • interleaved_thinking_ids: token ids for the augmented chunk
  • split, id, source_sha, teacher_model, teacher_backend, prompt_kind

Dataset Role In The Training Lifecycle

The associated experiment treats the same kind of pretraining chunks as a sequence of training environments:

  1. A prefix-suffix continuation-quality task for self-improving continued pretraining.
  2. An interleaved-thinking SFT task using this dataset.
  3. An RLMT task where the model generates a thought, predicts the suffix, and receives reward from a judge comparing the predicted suffix to the true suffix.

This dataset is the SFT bridge between continued pretraining and RLMT. It installs the thought format. It does not by itself prove that thoughts are useful; that was tested separately with reward-gate evaluation and a causal thought-use probe.

Generation Setup

  • Base corpus source: FineWeb-Edu sample/10BT
  • Teacher: qwen3.6-35b-a3b-mlx-int6-mlx
  • Prompt kind: paper_interleaved_thinking_v1
  • Chunk tokens: 384
  • Max augmented tokens: 768
  • Average thoughts per row: 4.39
  • Median thought span length: 14 words

Audit Notes

The audit found no malformed rows, no unexpected action tags after normalization, and no empty thought spans. Preservation was strong at corpus scale, with average raw word coverage of 0.99979.

Known caveat: 66 rows were flagged by strict preservation checks. Treat this as a research artifact for small-scale experimentation rather than a production training corpus.

Intended Use

This dataset is intended for research on:

  • interleaved thinking mid-training
  • synthetic reasoning traces inside pretraining-style text
  • small-scale SFT/RLMT experiments
  • causal probes of whether thoughts affect continuation behavior
  • lifecycle experiments where behavior shaping happens before agentic post-training

It is not intended as a general instruction dataset or safety-aligned assistant dataset.

Claim Boundaries

The dataset supports studying an interface, not making broad claims about reasoning. In the associated experiment, SFT lowered thought-token NLL and taught the model to reproduce the interleaved format. The later RLMT and thought-use probes tested whether that interface became rewardable and behaviorally causal.

The released rows are useful for small-scale research and reproduction of the blog results. They should not be treated as a broad, production-grade reasoning corpus.

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