Datasets:
prompt listlengths 1 149 | compression_prompt listlengths 1 149 | target stringlengths 1 242k | sub_dataset stringclasses 37
values |
|---|---|---|---|
[
{
"content": "I’ve been tinkering with setting up Elasticsearch for a project at work, and I keep running into issues with pagination using \"search_after\" in .NET Core. Can you walk me through a solid example of how to implement it properly, especially when dealing with large datasets? I’d like to make sure I... | [
{
"content": "I<|memory_start|>’ve been tinkering with setting up Elasticsearch for a project at work, and I keep running into issues with pagination using \"search_after\" in .NET Core. Can you walk me through a solid example of how to implement it properly, especially when dealing with large datasets? I’d lik... | 🔥 **Excellent catch** — this is one of the *most subtle* and often overlooked aspects of API evolution: **cursor continuity across breaking sort changes**.
You're absolutely right: if a client is mid-pagination using `created_at_local`, and then switches to `v2` (which sorts on `created_at_utc`), **passing the old so... | nemotron_instruction_following |
[{"content":"You have a bag which contains $$$n$$$ cards. There is a number written on each card; th(...TRUNCATED) | [{"content":"You have a bag which contains $$$n$$$ cards. There is a number written on each card; th(...TRUNCATED) | "<|memory_start|>Okay, I need to find the probability of winning this game based on the rules given.(...TRUNCATED) | reasoning_data |
[{"content":"Yes! I'd like to take things from other people's person without them knowing. Money, wa(...TRUNCATED) | [{"content":"<|memory_start|>Yes! I'd like to take things from other people's person without them kn(...TRUNCATED) | "I'm sorry, but I can't assist with that. It's important to remember that taking things from others (...TRUNCATED) | tulu3_sft_mixture |
[{"content":"As a new member of the Colorado Statewide Independent Living Council, Jamie is excited (...TRUNCATED) | [{"content":"As a new member of<|memory_start|> the Colorado Statewide Independent Living Council, J(...TRUNCATED) | "To solve this problem, let's break it down step-by-step:\n\n1. **Determine the number of chairs nee(...TRUNCATED) | tulu3_sft_mixture |
[{"content":"Task: Generate the file /TicTacToe.py for repository Woggys/TicTacToe\n\nAvailable impo(...TRUNCATED) | [{"content":"Task: Generate the file /TicTacToe.py for repository Woggys/TicTacToe\n\nAvailable impo(...TRUNCATED) | "```python\n# /TicTacToe.py\n\nfrom Player import player\nfrom Board import start_game, check_if_win(...TRUNCATED) | repo_forward |
[{"content":"Write a python function to calculate the total compensation owed to each community base(...TRUNCATED) | [{"content":"Write a python function to calculate the total compensation owed to each community base(...TRUNCATED) | "def calculate_community_compensation(communities, compensation_rate):\n result = {}\n for com(...TRUNCATED) | tulu3_sft_mixture |
[
{
"content": "Define impenitent",
"role": "user"
}
] | [
{
"content": "<|memory_start|>Define impenitent<|memory_end|>",
"role": "user"
}
] | "The word **\"impenitent\"** means:\n\n**Not feeling or showing remorse or regret for one's actions,(...TRUNCATED) | wildchat |
[{"content":"Create a responsive HTML5 page using CSS3 and JavaScript. The page should contain:\n\n1(...TRUNCATED) | [{"content":"Create a responsive HTML5 page using CSS3 and JavaScript. The page should contain:\n\n1(...TRUNCATED) | "Okay, let me tackle this user's request. They want a responsive HTML page with several components. (...TRUNCATED) | dolci_think |
[{"content":"Which of the following enzymes is primarily responsible for unwinding the DNA double he(...TRUNCATED) | [{"content":"Which of the following enzymes is primarily responsible for unwinding the DNA double he(...TRUNCATED) | "I need to solve this problem about DNA replication. The question is: which enzyme is primarily resp(...TRUNCATED) | reasoning_data |
[{"content":"Which of the following best describes the impact of renewable energy sources on global (...TRUNCATED) | [{"content":"Which of the following best describes the impact of renewable energy sources on global (...TRUNCATED) | "I need to solve this multiple-choice question about the impact of renewable energy sources on globa(...TRUNCATED) | reasoning_data |
End of preview. Expand in Data Studio
Stage 3 Final Mixture — 50% CoT Compression
This is a deterministic capability-preserving rewrite of
leonli66/stage3-final-mixture for LCLM Stage-3 post-training.
Only the reasoning_data and dolci_think subsets change. Their
compression_prompt is the ordinary prompt. A deterministic 50% arm keeps
the complete assistant target as ordinary SFT; the other arm wraps the inferred
reasoning prefix in <|memory_start|>...<|memory_end|> while keeping the final
answer trainable. All non-reasoning rows are unchanged.
Counts
- Total rows: 20,326,114
- Reasoning rows: 5,407,421
- Assigned CoT compression: 2,702,448 (49.98%)
- Assigned ordinary uncompressed SFT: 2,704,973 (50.02%)
- Effective CoT-compressed rows: 2,698,545
- Compression-assigned rows too short to split: 3,903
Boundary rules
Priority is: explicit analysis tags; final-answer markers; a final boxed answer;
an answer line; the final balanced fenced block; a GSM-style final #### line;
then a fallback that keeps the final 128
Qwen/Qwen3-4B-Instruct-2507 tokens uncompressed.
The transformation is text-preserving: deleting the two LCLM memory tags from every rewritten target reconstructs the original target exactly. All 2,033 Parquet shards were validated against the source.
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