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2025-06-01 00:00:00
2025-06-01 00:00:00
[ { "role": "user", "content": "What formal model can capture the propagation semantics of W3C Trace‑Context across heterogeneous microservices using OpenTelemetry, and how does it guarantee causal consistency under asynchronous messaging and partial failures?", "reasoning_content": null, "tool_calls"...
null
ianncity/KIMI-K2.5-1000000x
[ "apache-2.0" ]
General-Distillation
ianncity/KIMI-K2.5-1000000x::General-Distillation::00363
2025-06-01T00:00:00+00:00
[ { "role": "user", "content": "That's really interesting! What about grapes used to make juice? Are they harvested differently too?", "reasoning_content": null, "tool_calls": null, "tool_name": null }, { "role": "assistant", "content": "Yes! Juice grapes are harvested quite differentl...
null
ianncity/KIMI-K2.5-1000000x
[ "apache-2.0" ]
General-Distillation
ianncity/KIMI-K2.5-1000000x::General-Distillation::01531
2025-06-01T00:00:00+00:00
[ { "role": "system", "content": "You are an autonomous software agent. You never write or modify code without first creating an explicit, written plan.\n\n<core_principle>\nPlan first, execute second. No exceptions.\n</core_principle>\n\n<planning_phase>\nBefore touching any source code, you MUST produce a w...
null
nvidia/Nemotron-SFT-SWE-v3
[ "cc-by-4.0", "apache-2.0", "mit", "bsd-3-clause", "bsd-2-clause" ]
train
nvidia/Nemotron-SFT-SWE-v3::train::1ea65544-0655-4d7f-80f0-2057c22b67df
2025-06-01T00:00:00+00:00
[ { "role": "system", "content": "You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose.\nIf none of the functions can be used, point it out. If the given question ...
[ { "type": "function", "function": { "name": "authenticate_travel", "description": "This tool belongs to the travel system, which allows users to book flights, manage credit cards, and view budget information. Tool description: Authenticate the user with the travel API", "parameters": { ...
Bingguang/HardGen
[ "apache-2.0" ]
default
Bingguang/HardGen::default::02712
2025-06-01T00:00:00+00:00
[{"role":"user","content":"Löse das folgende Mathematikaufgabe. Stelle sicher, dass die Antwort (un(...TRUNCATED)
null
nvidia/Nemotron-SFT-Multilingual-v1
[ "cc-by-4.0", "cc-by-sa-4.0" ]
math_de
nvidia/Nemotron-SFT-Multilingual-v1::math_de::4891b98c-f226-4f8d-a178-8f9e5652c1b2
2025-06-01T00:00:00+00:00
[{"role":"user","content":"Considera el grupo simple espordádico $G \\cong \\mathrm{Fi}_{23}$. Para(...TRUNCATED)
null
nvidia/Nemotron-SFT-Multilingual-v1
[ "cc-by-4.0", "cc-by-sa-4.0" ]
code_es
nvidia/Nemotron-SFT-Multilingual-v1::code_es::e1170b07-0d5b-4ff2-9803-90c561503da9
2025-06-01T00:00:00+00:00
[{"role":"user","content":"Use your knowledge to determine the correct answer to the question, and p(...TRUNCATED)
null
nvidia/Nemotron-SFT-Science-v2
[ "cc-by-sa-4.0", "CC BY-SA 4.0" ]
rqa
nvidia/Nemotron-SFT-Science-v2::rqa::e614c3147d894ebcafb521672d6e4eaa
2025-06-01T00:00:00+00:00
[{"role":"system","content":"You are a helpful and harmless assistant.\n\nYou are not allowed to use(...TRUNCATED)
null
nvidia/Nemotron-SFT-Instruction-Following-Chat-v3
[ "odc-by", "cc-by-4.0", "apache-2.0" ]
instruction_following
"nvidia/Nemotron-SFT-Instruction-Following-Chat-v3::instruction_following::95da38e6-4da8-4152-9846-b(...TRUNCATED)
2025-06-01T00:00:00+00:00
[{"role":"system","content":"You are a coding agent running in the Codex CLI, a terminal-based codin(...TRUNCATED)
null
nvidia/Nemotron-SFT-SWE-v3
[ "cc-by-4.0", "apache-2.0", "mit", "bsd-3-clause", "bsd-2-clause" ]
train
nvidia/Nemotron-SFT-SWE-v3::train::fff1d55b-cbf7-4041-b193-dfad6f4fba23
2025-06-01T00:00:00+00:00
[{"role":"user","content":"En una variedad sub-Riemanniana de dimensión 5 con distribución de rang(...TRUNCATED)
null
ianncity/KIMI-K2.5-1000000x
[ "apache-2.0" ]
MultilingualSTEM
ianncity/KIMI-K2.5-1000000x::MultilingualSTEM::00973
2025-06-01T00:00:00+00:00
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Calibration Dataset

Description

This dataset contains 32107 calibration examples for LLM quantization using LLM-Compressor.

Schema

Column Type Description
messages list[dict] Conversation turns with role, content, optional reasoning_content/tool_calls
tools json (list) JSON list of tool definitions (function schemas); null when absent
source str Source dataset identifier
license list[str] SPDX license identifiers (multiple may apply)
subset str Source subset name
record_id str Unique record identifier ({source}::{subset}::{index})
extraction_timestamp str ISO 8601 extraction timestamp

Source Attribution

  • Sources: Bingguang/HardGen, FreedomIntelligence/medical-o1-reasoning-SFT, HuggingFaceH4/Multilingual-Thinking, ianncity/KIMI-K2.5-1000000x, nvidia/Nemotron-RL-Multichallenge-v1, nvidia/Nemotron-SFT-Instruction-Following-Chat-v3, nvidia/Nemotron-SFT-Math-v4, nvidia/Nemotron-SFT-Multilingual-v1, nvidia/Nemotron-SFT-Multilingual-v2, nvidia/Nemotron-SFT-SWE-v3, nvidia/Nemotron-SFT-Science-v2
  • Subsets: English, French, General-Distillation, General-Math, German, Italian, MultilingualSTEM, PHD-Science, Spanish, advanced, code_de, code_es, code_fr, code_hi, code_it, code_ja, code_ko, code_pt, code_zh, default, en, instruction_following, math_de, math_es, math_fr, math_hi, math_it, math_ja, math_ko, math_pt, math_zh, rqa, stem_de, stem_es, stem_fr, stem_hi, stem_it, stem_ja, stem_ko, stem_pt, stem_zh, train, zh
  • Licenses: CC BY-SA 4.0, apache-2.0, bsd-2-clause, bsd-3-clause, cc-by-4.0, cc-by-sa-4.0, mit, odc-by

Intended Use

This dataset is designed for calibration in LLM quantization workflows, particularly with the vLLM LLM-Compressor framework.

Usage

from datasets import load_dataset

dataset = load_dataset("Calandracas/calibration-blend")

License

This dataset contains data from multiple sources. See the license column for per-record license information.

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