AI Training Datasets

Estados textuais e perguntas de decisão tipada para treinar um extrator no formato Jev. A fonte cobre timelines processuais, documentos de timeline, fragmentos OCR e questões de concurso. Os exemplos foram gerados por um único modelo professor, com filtros locais; este release não é uma avaliação humana. Validação: 0.9999% dos estados, no máximo 1%. Todas as linhas da mesma família documental ou processo ficam no mesmo split. Não há splits de calibração ou teste. O snapshot termina no ID 327039 do banco e está descrito em manifest.json. state é o texto de entrada. questionsjson é um array JSON de perguntas com id, type, instructions, criteria, target, labelsource="dataset" e weight=0.5.…

Dataset · Text generation

legal-ir-autoencoder-checkpoints

Justicedao

This dataset stores checkpoint artifacts for the legal text -> formal logic IR autoencoder/Codex optimization loop. - state/legal-ir-autoencoder-canonical.state.json: canonical feature-level autoencoder warm-start state. - reports/: weight review, deprecation manifest, and consensus feature manifests. - scripts/reviewautoencoderweightruns.py: script used to classify runs and build the canonical state. - smoke/: summaries/logs from short local smoke tests proving default canonical warm-start loading. - manifest.json: checksums, source run IDs, merge weights, and reproducibility metadata. The state is built through ModalAutoencoderTrainingState.loadjson(path).generalizablecopy(), so it…

Dataset · Multiple choice

nfcore-laya-decisions

PrimeOmicX LLC

A standardized, multi-task decision-layer dataset for training Laya (System-1 Decision Engines) and fast autonomous agents across Nextflow DSL2 and the complete nf-core bioinformatics ecosystem. 1. QC Read Adaptation (1,500 records): Illumina NovaSeq/NextSeq, PacBio HiFi CCS, Oxford Nanopore Direct RNA/DNA quality control adaptation and tool swapping. 2. Resource Profiling & Directives (1,500 records): Process memory, CPU, time, and dynamic retry/error-strategy directive rules across genome-scale tools. 3. Subworkflow Packaging (622 records): Determining when to bundle multi-process tasks into local subworkflows or reuse official nf-core subworkflows. 4. Samplesheet Schema & Header…

Dataset · Object detection

raccoon-corrected

KeenForgeAI

A fully human-reviewed, re-annotated version of the classic Raccoon object detection dataset. Every one of the 193 images was manually reviewed; loose, missing, and incorrect bounding boxes were corrected. Every image was compared with the original VOC annotations using greedy IoU matching (matched ≥ 0.5, unchanged ≥ 0.95): Key observations - The original boxes were often loose (e.g., raccoon-1: box (81,88)-(522,408) → tightened to (80,105)-(529,405), IoU 0.91). The average IoU of matched boxes is 0.810, i.e. the corrected boxes bound the raccoon noticeably more tightly. - Occluded / partially visible raccoons were kept with tight boxes; several missed instances were added. - 7 exact/near…

Dataset · Image segmentation

ocean-eddy-datasets

Bingzheng Yan

Figure 1. Visualization example from the SCSE-Eddy dataset. The left panel shows SSH intensity, and the right panel shows the corresponding ground-truth eddy segmentation label. This repository provides ocean eddy datasets for semantic segmentation and a curated PredCR candidate-level instance package for reliability reasoning and concept-based analysis. The datasets are designed for pixel-level identification of mesoscale ocean eddies using deep learning methods. They are mainly used for experiments involving EddyNet, DUNet-like segmentation baselines, and future neuro-symbolic verification and correction frameworks. The repository currently contains two ocean eddy segmentation datasets…

Release assets for Agent Priors-guided Policy Learning (APPL). These archives contain the paper's Exp1 and final five-task Exp2 data, trained policies and detailed evaluation evidence. Agent+VLA and real-robot artifacts are outside this distribution. SHA256SUMS contains the SHA256 of all three archives. README.txt provides the matching source commit and installation commands. The two experiment archives contain 191,640 files and 222 trained checkpoints in total. Download the three archives, SHA256SUMS and README.txt into one directory. Use the specific release tag or commit from Files and versions for repeatable downloads. These are experiment archives installed by the APPL release tools…

Municipal by-laws of Canada, normalized to the shared 19-column worldmunicipal schema used by the world municipal-law program (one row per section/article; one parquet per municipality under data/ html.parquet). 15 consolidated bylaw documents, 1210 rows: Jurisdiction IDs are Statistics Canada SGC census subdivision codes (7 digits: province + census division + census subdivision). The denominator is 3489 municipal-government CSDs of 5161 total CSDs (SGC 2021, Statistics Canada table 17-10-0155); the full registry is at registry/sgcregistry2021.jsonl. See coveragereport.md for the route survey — including why the dominant CivicWeb platform is excluded (robots Disallow: / for the wildcard…

Dataset

anticloud-pombola

The Anticloud by Lois-Kleinner

POMBOLA is an open-source project in the GOVERNMENT category. This project provides tools, libraries, and functionality for developers and end users working in the GOVERNMENT domain. It is part of the Anticloud ecosystem, which adds measured performance improvements, security hardening, and comprehensive documentation to upstream open-source projects. The project addresses key challenges in GOVERNMENT by providing: - Standard interfaces compatible with the broader ecosystem - Integration points for the Anticloud overlay improvements Before installing POMBOLA, ensure you have the following: - A compatible operating system (Linux, macOS, or Windows) - Required build tools as specified by the…

Access-gated working data for an in-progress quantitative research project. Access is granted individually; request access if you have been directed here by one of the authors. Not intended for redistribution. Schema and layout are being migrated; pin a commit when running an analysis. Markets contains 9,607,393 outcome rows across all 7,845,001 inventoried native markets, including excluded and pending records. Previously reviewed metadata is preserved. This is not a count of eligible markets or a complete census of either exchange. Quotes and provider trade candles are being populated from the full archived Kalshi one-minute candle family, using the verified exact-copy removal map. These…