datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
IF_multi_constraints_upto5
Dataset
This is the IF-RLVR training data, with up to 5 constraints per instruction. The constraints are sampled from IFEval (25) and IFBench-Train (29).
License
This dataset is licensed under ODC-BY-1.0. It is intended for research and educational use in accordance with Ai2's Responsible Use Guidelines. This dataset includes output data generated from third party models that are subject to separate terms governing their use.
Citation
Please cite:… See the full description on the dataset page: https://huggingface.co/datasets/allenai/IF_multi_constraints_upto5.RLVR-GSM-MATH-IF-Mixed-Constraints
GSM/MATH/IF Data - RLVR Formatted
Note that this collection is licensed under ODC-BY-1.0 license; different licenses apply to subsets of the data.
This dataset contains data formatted for use with open-instruct - specifically reinforcement learning with verifiable rewards.
It was used to train the final Tulu 3 models with RL, and contains the following subsets:
GSM8k (7,473 samples): The GSM8k train set formatted for use with RLVR and open-instruct. MIT License.
MATH (7,500… See the full description on the dataset page: https://huggingface.co/datasets/allenai/RLVR-GSM-MATH-IF-Mixed-Constraints.starling-transfer-shared-eval-no-constraints-no-source-value-train-2p5pct-stratifiedstarling-transfer-shared-eval-no-constraints-source-value-train-2p5pct-stratifiedagi-biospheric-10-constraints
AGI Biospheric — 10 Core Biospheric Constraints and 52 Interdependencies
Overview
AGI Biospheric is a bilingual (French / English) structured dataset modeling 10 core biospheric constraints and 52 direct interdependencies relevant to long-term reflection on AGI alignment, ecological limits, civilizational resilience, and the material conditions of intelligence.
This repository is the first public machine-readable release of the AGI Biospheric framework. It should… See the full description on the dataset page: https://huggingface.co/datasets/Cedre83/agi-biospheric-10-constraints.IF_multi_constraints_upto5_SFT
Description
This dataset was derived from the allenai/IF_multi_constraints_upto5 constrained instruction-following dataset, adapting it for supervised fine-tuning. Responses were generated with google/gemma-4-31B-it and then filtered to retain only high-quality examples. The final dataset includes only samples with a minimum loose score of 1.0 and a minimum strict score of 0.8 according to the official IFBench evaluator. Maximum response length was limited to 1024 tokens, all… See the full description on the dataset page: https://huggingface.co/datasets/UniLu/IF_multi_constraints_upto5_SFT.constraint-sat-1000
Constraint Satisfaction Reasoning Dataset
A dataset for training and evaluating logical reasoning capabilities in LLMs through constraint satisfaction problems.
📝 Dataset Overview
Domain: Multi-step logical reasoning / constraint satisfaction / schedulingSize: 1000 examples (uniquely solvable puzzles with step-by-step reasoning)Format: Natural language constraint satisfaction puzzles with structured solutionsGeneration: Algorithmically created with guaranteed… See the full description on the dataset page: https://huggingface.co/datasets/strickvl/constraint-sat-1000.text2svg-stack-follow-constraintsThis dataset is derived from starvector/text2svg-stack. All rows whcihc do not follow svg_constraints for the kaggle drawing-with-llms competition are removed
prompts_with_constraints_for_ground_truthIF-multi-constraints-upto5-LFM2.5-prompts
IF_multi_constraints_upto5 → LFM2.5 prompt format (for RLVR / rejection sampling / DPO)
A derivative of allenai/IF_multi_constraints_upto5 (odc-by)
normalized for fine-tuning Liquid AI LFM2 / LFM2.5 models, whose native tool-call format is Pythonic:
<|im_start|>assistant
<|tool_call_start|>[get_weather(location='Paris, France', unit='celsius')]<|tool_call_end|><|im_end|>
Prompt-only rows (prompt_only = true): Tulu-SFT instructions with up to 5 verifiable constraints from IFEval… See the full description on the dataset page: https://huggingface.co/datasets/hungbenjamin402/IF-multi-constraints-upto5-LFM2.5-prompts.reasoning-sft-IF_multi_constraints_upto5
reasoning-sft-IF_multi_constraints_upto5
Instruction-following dataset with multi-constraint prompts (up to 5 constraints), paired with reasoning responses generated.
Format
Each row has three columns:
input — list of dicts [{"role": "user", "content": "..."}, ...]
response — model response string (includes <think> reasoning block)
category — constraint category label
Usage
import random
import pyarrow.parquet as pq
from huggingface_hub import hf_hub_download… See the full description on the dataset page: https://huggingface.co/datasets/AmanPriyanshu/reasoning-sft-IF_multi_constraints_upto5.asia-owid-legislative-constraints-on-the-executive-index
Legislative Constraints On The Executive Index | Asia (Our World in Data)
🌏 6,167 observations · 47 Asia countries · 1789–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 6,167 observations of Legislative Constraints On The Executive Index data across 47 Asia countries, spanning 1789–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Legislative Constraints On The… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-legislative-constraints-on-the-executive-index.africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (DRC official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.eu-delegation-constraints-annotations
Dataset Card
Dataset Details
Description
This dataset provides manually annotated legal sentences identifying delegating and constraining provisions in European Union secondary legislation (directives and regulations, 1958–2019).
Each sentence is labeled according to whether it confers or limits policy authority to four executive actors:
Member States (MS)
National competent authorities (NCA)
The European Commission (COM)
Supranational agencies (AGE)
The… See the full description on the dataset page: https://huggingface.co/datasets/giovannip/eu-delegation-constraints-annotations.repro-learning-the-best-under-constraints-a-duality-based-framework-traces
Agent traces
Agent sessions published from a Trackio Logbook.
africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (DRC official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.10bei_structured_data_with_cot_dataset_512_v2_constraints_added_ver2instruction-following-constraints-packThis dataset is Neurvance.com Neurvance/instruction-following-constraints-pack. By downloading you agree to Neurvance Policies https://neurvance.com/policy.html For a compliance pack for AI Article 10 EU regulations, visit https://neurvance.com/contact.html
IFbench_multi_constraints_upto5_systempromptifiedasia-covid-19-constraints-faced-by-people-due-to-covid
Humanitarian Access Constraints due to COVID-19 Pandemic
Publisher: OCHA HQ · Source: HDX · License: cc-by · Updated: 2026-04-27
Abstract
The new and emerging access constraints that people are currently experiencing because of the COVID-19 outbreak.
Each row in this dataset represents geolocated point observations. Data was last updated on HDX on 2026-04-27. Geographic scope: AFG, BGD, BFA, BDI, CMR, CAF, TCD, COL, and 23 others.
Curated into ML-ready Parquet format by… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-covid-19-constraints-faced-by-people-due-to-covid.africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.constraint-satisfaction-corpus
CatQualia constraint satisfaction corpus
3,979 rows · 3,137,781 bytes · JSON Lines, one object per line.
What this is
Constraint problems and their resolutions, as generated and graded by the corpus's own pipeline.
Schema
Fields of the first record, read from the file in this repository:
Field
Type
ts
int
grade
str
alien_or_typical
str
mechanism
str
candidate_artifact
str
isomorphism
str
why
str
failure_class
str… See the full description on the dataset page: https://huggingface.co/datasets/CatQualia/constraint-satisfaction-corpus.IF_multi_constraints_upto5_no_langafrica-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
52 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.MNLP_M2_mcqa_dataset
MNLP M2 MCQA Dataset
This dataset contains the training data used for the MCQA (Multiple Choice Question Answering) model in MNLP Milestone 2.
📊 Data Distribution
MMLU Trainset: 9,782 samples (74.4%)
ARC Challenge: 1,119 samples (8.5%)
ARC Easy: 2,251 samples (17.1%)
Total: 13,152 samples
🎯 Training Usage
Constraints/MNLP_M2_mcqa_model (submitted model): Trained using only MMLU trainset portion (9,782 samples)
Other experimental models: Used various… See the full description on the dataset page: https://huggingface.co/datasets/Constraints/MNLP_M2_mcqa_dataset.IF_multi_constraints_upto5_safe
IF_multi_constraints_upto5 (safety filtered)
A drop-in replacement for allenai/IF_multi_constraints_upto5
with prompts that Qwen/Qwen3Guard-Gen-8B
labels Unsafe removed. Schema, column names and relative row order are unchanged.
Why
When an instruction-following model is evaluated on a prompt it considers unsafe,
it refuses. A refusal cannot satisfy the row's constraints, so the row scores zero
regardless of prompt quality. Those rows are unusable as training… See the full description on the dataset page: https://huggingface.co/datasets/khargenr/IF_multi_constraints_upto5_safe.africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
52 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Sudan official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Sudan as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.