Datasets:
id large_stringlengths 16 16 | split large_stringclasses 1
value | messages large_stringlengths 1.2k 34k | tools large_stringclasses 155
values | sampling_weight float64 1 1 | source large_stringclasses 6
values | domain large_stringclasses 6
values | teacher_model large_stringclasses 1
value | trace_kind large_stringclasses 2
values | n_tool_calls int64 0 13 |
|---|---|---|---|---|---|---|---|---|---|
00066db2ae50d923 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
004da6cc9ef6c59c | train | [{"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls":... | [] | 1 | k3_executable_code | executable_code | kimi-code/k3 | single_turn | 0 |
005e2468bc651981 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
00a1eb6af8c6e7d0 | train | [{"content": "Solve only from the synthetic parameters in the task. State units or logical assumptions, compute independently, and do not claim measurements or execution not present in the fixture.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"cont... | [] | 1 | k3_science_logic_data | science_logic_data | kimi-code/k3 | single_turn | 0 |
00a58274377a7309 | train | [{"content": "Solve the synthetic mathematical task exactly. Use the stated parameters, show a check, and do not rely on outside benchmark examples.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed (identity only): 10001... | [] | 1 | k3_math_formal | math_formal | kimi-code/k3 | single_turn | 0 |
00bc11477019a9e0 | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
00da60c6421597f1 | train | [{"content": "Solve only from the synthetic parameters in the task. State units or logical assumptions, compute independently, and do not claim measurements or execution not present in the fixture.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"cont... | [] | 1 | k3_science_logic_data | science_logic_data | kimi-code/k3 | single_turn | 0 |
015876ed38b980d3 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
016cce643fc471da | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
017808ce176e9f42 | train | [{"content": "Solve the synthetic mathematical task exactly. Use the stated parameters, show a check, and do not rely on outside benchmark examples.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed (identity only): 10001... | [] | 1 | k3_math_formal | math_formal | kimi-code/k3 | single_turn | 0 |
017a8ae1ef8d248e | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
0184a53f7f90b066 | train | [{"content": "Work only inside the named synthetic fixture. Use supplied deterministic tools, inspect actual results before concluding, and never invent execution, child-agent, database, or file evidence.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false},... | [{"arguments": {"path": "workspace-2ff523fb4e009c8b", "query": "pending_count = 7"}, "arguments_json": "{\"path\":\"workspace-2ff523fb4e009c8b\",\"query\":\"pending_count = 7\"}", "name": "mcp__k3_sandbox__fs_search", "tool_call_id": "tool_dfsw2b94dIcoLYFhAT4ejUut"}, {"arguments": {"path": ".", "recursive": false}, "ar... | 1 | k3_agent_tool | agent_tool | kimi-code/k3 | multi_turn_tool | 7 |
018a91713bb6a6ea | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
01949c780acd7c3a | train | [{"content": "Solve the synthetic mathematical task exactly. Use the stated parameters, show a check, and do not rely on outside benchmark examples.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed (identity only): 10002... | [] | 1 | k3_math_formal | math_formal | kimi-code/k3 | single_turn | 0 |
01b1c2944e14e932 | train | [{"content": "Solve only from the synthetic parameters in the task. State units or logical assumptions, compute independently, and do not claim measurements or execution not present in the fixture.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"cont... | [] | 1 | k3_science_logic_data | science_logic_data | kimi-code/k3 | single_turn | 0 |
01b2d0e797d55f4c | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
01b4b66c0007c94b | train | [{"content": "Solve only from the synthetic parameters in the task. State units or logical assumptions, compute independently, and do not claim measurements or execution not present in the fixture.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"cont... | [] | 1 | k3_science_logic_data | science_logic_data | kimi-code/k3 | single_turn | 0 |
01bfad03fd09c58c | train | [{"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls":... | [] | 1 | k3_executable_code | executable_code | kimi-code/k3 | single_turn | 0 |
01dc08570ccb7c38 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
01e3ac8b87582ad8 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
01e4215277abe460 | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
01f007aaaf02a883 | train | [{"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls":... | [] | 1 | k3_executable_code | executable_code | kimi-code/k3 | single_turn | 0 |
01f1a91119b5bbe2 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
01febfa4e0c933e1 | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
0234b64661134fb3 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
023cb031f0b76c64 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
023d7b67391c7fc8 | train | [{"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls":... | [] | 1 | k3_executable_code | executable_code | kimi-code/k3 | single_turn | 0 |
0267c9290691f961 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
027752084be94805 | train | [{"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls":... | [] | 1 | k3_executable_code | executable_code | kimi-code/k3 | single_turn | 0 |
028baef332415e74 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
028c37425a7308ee | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
02bae60bf327d478 | train | [{"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false}, {"content": "Synthetic task seed ... | [] | 1 | k3_strict_instruction | strict_instruction | kimi-code/k3 | single_turn | 0 |
02c614ca23ee4960 | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
02dd0c09d0750062 | train | [{"content": "Work only inside the named synthetic fixture. Use supplied deterministic tools, inspect actual results before concluding, and never invent execution, child-agent, database, or file evidence.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": "", "tool_calls": [], "trainable": false},... | [{"arguments": {"path": "workspace-61b174d5335cd931", "query": "audit_tag = 6"}, "arguments_json": "{\"path\":\"workspace-61b174d5335cd931\",\"query\":\"audit_tag = 6\"}", "name": "mcp__k3_sandbox__fs_search", "tool_call_id": "tool_9J7uWT603KgfWiYMPYDr2HIE"}, {"arguments": {"path": ".", "recursive": false}, "arguments_... | 1 | k3_agent_tool | agent_tool | kimi-code/k3 | multi_turn_tool | 8 |
02e9c511119e1cb4 | train | [{"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge.", "name": "", "reasoning_content": "", "role": "system", "tool_call_id": ""... | [] | 1 | k3_grounded_long_context | grounded_long_context | kimi-code/k3 | single_turn | 0 |
End of preview. Expand in Data Studio
🧠 Kimi K3 Distillation — Clean
A rigorously cleaned Kimi K3-only SFT corpus of 3,653 traces — removed all 694 structurally-broken rows, normalized message schemas, merged reasoning into <think> format.
Priorities: Quality > Cleanliness > Signal
Clean derivative of beyoru/kimi-k3-distillation (4,347 canonical rows from Moonshot AI Kimi Code K3).
📊 Dataset Overview
| Property | Value |
|---|---|
| Total Records | 3,653 |
| Train Split | 3,289 (90.0%) |
| Validation Split | 182 (5.0%) |
| Test Split | 182 (5.0%) |
| Teacher | kimi-code/k3 (Moonshot AI) |
| Source Dataset | beyoru/kimi-k3-distillation (4,347) |
| License | other (inherits upstream terms) |
🧹 Quality Pipeline
| Step | Removed | Reason |
|---|---|---|
| Raw input | 4,347 | Canonical view |
| Broken structure | 694 (16%) | trainable=None on assistant turns + missing reasoning_content schema + format_score=1.0 — same defect family found in the parent 57k dataset; these rows break assistant-only loss masking |
| Final clean | 3,653 | dropped_rows.parquet audit included |
Also verified: 0 duplicate ids, no >60k char rows, max 33,449 chars.
📦 Formats Available
| Config | Rows | Description |
|---|---|---|
sft (default) |
3,653 | Normalized messages with role/content/reasoning_content/tool_calls/trainable + tools JSON |
openai_messages |
3,653 | Reasoning merged as <think>...</think> in assistant content — vanilla chat template ready |
canonical_clean |
3,653 | Full audit columns |
🏗️ Domain Composition
| Domain | Rows (orig) |
|---|---|
| strict_instruction | 1,026 → ~850 |
| grounded_long_context | 978 → ~810 |
| science_logic_data | 844 → ~700 |
| math_formal | 720 → ~600 |
| executable_code | 571 → ~480 |
| agent_tool | 208 → ~180 |
🎯 Usage
from datasets import load_dataset
import json
ds = load_dataset("saidutta69/kimi-k3-distillation-clean", "sft", split="train")
msgs = json.loads(ds[0]["messages"])
tools = json.loads(ds[0]["tools"])
om = load_dataset("saidutta69/kimi-k3-distillation-clean", "openai_messages") # <think> merged
⚠️ Limitations & Terms
- License
other— inherits upstream terms; review before commercial use. - Contains K3 synthetic fixtures — not real-world eval data.
📜 Citation
@dataset{kimi-k3-clean,
title={Kimi K3 Distillation Clean},
author={Sai Dutta Abhishek Dash (clean); original by beyoru / Moonshot AI traces},
year={2026},
publisher={Hugging Face},
url={https://huggingface.co/datasets/saidutta69/kimi-k3-distillation-clean}
}
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