datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
apple-environmental-report-QA-retrieval
Apple's 2024 Environmental Report QA Pairs
4300 question and relevant text chunks made from Apple's 2024 Environmental Report.
Chunking was done with a token based recursive chunker at 800 token chunk size with a 400 token overlap resulting in 215 chunks. 20 question labels per chunk were synthetically generated using gpt-4o-mini with the attached prompt and a temperature of 1.0.
Entries were shuffled and split into an 80/20 Train/Validation split resulting in:Training set size:… See the full description on the dataset page: https://huggingface.co/datasets/AdamLucek/apple-environmental-report-QA-retrieval.Sensor_Driven_Environmental_Monitoring_LLM_Evaluation_Dataset
📌 Dataset Contents
Each sample includes:
category: The evaluation domain
prompt: The question given to the LLM
temperature: Environmental temperature input
humidity: Environmental humidity input
context: A scenario label (e.g., cool_humid, hot_dry, average_day)
reference: Expert-crafted expected output
All data is provided in a single JSON file.
🧪 Intended Use
This dataset supports research on:
LLM evaluation methods (semantic similarity, contextual… See the full description on the dataset page: https://huggingface.co/datasets/wayne-redemption/Sensor_Driven_Environmental_Monitoring_LLM_Evaluation_Dataset.douvras-environmental-sensor-fusion
Douvras Environmental Sensor Fusion v0.1
Synthetic episodes combining air quality, noise, traffic, light and temperature.
Labels include normal operation, single-sensor spikes, multi-sensor anomaly and
missing sensor. It contains 72 records (48/12/12) across 12 episodes, split by
episode. No real sensor or location data is included.
This is a fusion protocol, not an operational alarm system. Human review is
required before any intervention.
environmental_hazzardsenvironmentaljusticeenvironmental10ktrainingcheckhan-adaptive-environmental-interaction-dataset-v1
Humanoid Adaptive Environmental Interaction Dataset
This dataset captures environmental perception
and adaptive behavioral responses
of humanoid agents operating
in dynamic real-world conditions.
It includes sensor inputs,
obstacle interaction logs,
and adaptive strategy outcomes.
Objective
To train humanoid agents
to respond intelligently
to unpredictable environments.
Data Fields
agent_id
environment_type
sensor_input_vector
detected_obstacle… See the full description on the dataset page: https://huggingface.co/datasets/achiepatricia/han-adaptive-environmental-interaction-dataset-v1.environmental_registry_test_set
Environmental Registry Test Set
This dataset is the anonymized primary benchmark used for evaluating agentic Portuguese Text-to-SQL over a real PostgreSQL/PostGIS environmental-registry database. The underlying production database is not released, but the benchmark metadata and gold labels are provided for transparency and comparison.
Code and reproducibility repository:
https://github.com/Boakpe/distilled-slms-for-text-to-sql-pt-br
Related collection:… See the full description on the dataset page: https://huggingface.co/datasets/Boakpe/environmental_registry_test_set.environmental-moodsimple-environmental-cues-datasetSimple Environmental Cues Dataset
Short environmental cues paired with suggested actions.