maziyar

maziyar is an RL env contributor.

Role: RL env contributor

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Affiliations & profile: Semantic Scholar

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61tool contribs

Tool contributions

MATH 500 RL Env (Community)

MATH-500 competition math environment with symbolic verification via math-verify

RL EnvMathCompetition MathReasoning

Medqa Usmle RL Env (Community)

USMLE-style medical question answering environment using MedQA dataset - professional-level medical licensing exam questions

RL EnvOpenmedMedical QAUsmleMedical

Openmed Microbiology RL Env (Community)

Microbiology MCQ environment from MedMCQA (bacteriology, virology, mycology, parasitology, immunology)

RL EnvOpenmedMicrobiologyMedical

Openmed Pathology RL Env (Community)

Pathology MCQ environment from MedMCQA (general pathology, systemic pathology, histopathology)

RL EnvOpenmedPathologyMedical

Openmed Surgery RL Env (Community)

Surgery MCQ environment from MedMCQA (surgical procedures, pre/post-operative care, surgical anatomy)

RL EnvOpenmedSurgeryMedical

Openmed Anatomy RL Env (Community)

Anatomy MCQ environment from MedMCQA (gross anatomy, neuroanatomy, embryology, histology)

RL EnvOpenmedAnatomyMedical

Openmed Medexqa RL Env (Community)

Allied health MCQ environment from MedExQA (5 specialties: biomedical engineering, clinical lab science, clinical psychology, occupational therapy,...

RL EnvOpenmedAllied HealthMedical

Openmed Pharmacology RL Env (Community)

Pharmacology MCQ environment from MedMCQA (drug mechanisms, pharmacokinetics, interactions, dosing)

RL EnvOpenmedPharmacologyMedical

Openmed Clinvar RL Env (Community)

Clinical variant pathogenicity classification environment - 1.3M+ ClinVar genetic variant records with 5-class significance labels

RL EnvOpenmedClinvarGeneticsMedical

Openmed Litcovid RL Env (Community)

Multi-label biomedical article topic classification environment - 33.7K PubMed articles across 7 research topics from LitCovid BioCreative VII

RL EnvOpenmedLitcovidMulti LabelMedical

Openmed JAMA RL Env (Community)

Expert-level JAMA Clinical Challenge MCQ environment - 1,521 cases from the Journal of the American Medical Association

RL EnvOpenmedJamaClinical ChallengeMedical

Medqa Clinical RL Env (Community)

Clinical vignette MCQ with USMLE-style case presentations - 5-choice diagnostic and management reasoning (5.7K cases)

RL EnvOpenmedClinical VignetteUsmleMedical

Openmed MEDO 1 RL Env (Community)

Open-ended verifiable medical reasoning environment - 40K+ medical problems with short exact-match answers covering all specialties

RL EnvOpenmedMedical ReasoningOpen Ended QAMedical

Openmed Medhalt RL Env (Community)

Medical hallucination detection - false confidence test, fake question detection, and none-of-the-above recognition (39K+ questions)

RL EnvOpenmedMed HaltHallucinationMedical

Openmed Medquad RL Env (Community)

Open-ended medical QA across drug info, diseases, genetics, treatments, procedures - 16K+ QA pairs with LLM-as-judge evaluation

RL EnvOpenmedMedquadMedical QAMedical

Openmed Pmcpatients RL Env (Community)

Clinical diagnosis prediction from 167K PMC patient case reports - LLM-as-judge evaluation with 4 granular metrics: diagnosis accuracy, clinical re...

RL EnvOpenmedPmc PatientsDiagnosis PredictionMedical

Openmed Clinicalguidelines RL Env (Community)

Clinical guideline source identification environment using the EPFL-LLM guidelines dataset.

RL Env

Openmed Medknowledge RL Env (Community)

Comprehensive medical knowledge MCQ environment using MMLU medical subsets.

RL Env

Openmed Casereasoning RL Env (Community)

Clinical diagnostic reasoning environment using the MedCaseReasoning dataset.

RL Env

Openmed Medtext RL Env (Community)

Clinical diagnosis and treatment generation from patient presentations

RL EnvOpenmedClinical DiagnosisTreatment PlanningMedical

Openmed Dreaddit RL Env (Community)

Stress detection in social media posts - binary classification from Reddit

RL EnvOpenmedStress DetectionMental HealthMedical

Openmed Firstaid RL Env (Community)

First aid and emergency response QA environment - actionable first aid knowledge

RL EnvOpenmedFirst AidEmergency MedicineMedical

Openmed Medethics RL Env (Community)

Ethical reasoning environment - commonsense moral judgment for medical AI alignment

RL EnvOpenmedEthicsMoral ReasoningMedical

Openmed Medabstracts RL Env (Community)

Medical abstract disease category classification - 5-class PubMed abstract classification

RL EnvOpenmedMedical AbstractsDisease ClassificationMedical

Openmed Mentalhealth RL Env (Community)

Mental health text classification - screening social media posts for depression, anxiety, suicidal ideation

RL EnvOpenmedMental HealthText ClassificationMedical

Openmed Medec RL Env (Community)

Medical error detection environment - detecting and classifying errors in clinical case presentations

RL EnvOpenmedMedecMedical Error DetectionMedical

Openmed Afrimedqa RL Env (Community)

Pan-African medical MCQ environment - 4K+ expert questions from 60+ medical schools across 16 African countries

RL EnvOpenmedAfrimed QAMedical McqMedical

Openmed HOC RL Env (Community)

Hallmarks of Cancer multi-label classification - identifying cancer hallmarks in biomedical text

RL EnvOpenmedHallmarks of CancerMulti Label ClassificationMedical

Openmed SOAP RL Env (Community)

Medical dialogue to SOAP note environment - uses LLM-as-judge for clinical documentation evaluation

RL EnvOpenmedSoap NotesClinical DocumentationMedical

Openmed Symptomdx RL Env (Community)

Symptom-to-diagnosis prediction environment - mapping patient symptoms to 22 common diagnoses

RL EnvOpenmedSymptom DiagnosisClinical ReasoningMedical

Openmed Cochranepls RL Env (Community)

Medical text simplification environment using Cochrane Plain Language Summaries - uses LLM-as-judge for evaluation

RL EnvOpenmedCochraneText SimplificationMedical

Openmed Scifact RL Env (Community)

Scientific claim verification environment using SciFact - expert-written biomedical claims with evidence abstracts

RL EnvOpenmedScifactClaim VerificationMedical

Openmed Headqa RL Env (Community)

Healthcare multiple-choice QA environment using HEAD-QA v2 - challenging medical exam questions from Spanish MIR professional qualification exams

RL EnvOpenmedMedical QAHead QAMedical

Openmed Medcalc RL Env (Community)

Medical calculation environment using MedCalc-Bench - 55 clinical calculators including GFR, BMI, drug dosing, risk scores with numerical tolerance...

RL EnvOpenmedMedcalcClinical CalculatorMedical

Openmed Medsts RL Env (Community)

Medical Semantic Textual Similarity environment - scoring similarity between clinical/biomedical sentence pairs using BIOSSES and MedNLI-derived data

RL EnvOpenmedSemantic SimilarityStsMedical

Openmed Livertox RL Env (Community)

Drug hepatotoxicity likelihood score prediction (A/B/C/D/E/E*) using LiverTox database - 6-class ordinal classification with 5 granular metrics

RL EnvOpenmedLivertoxDiliMedical

Openmed Biored RL Env (Community)

Biomedical Relation Extraction environment - extracting relations between genes, diseases, chemicals, and variants from PubMed abstracts

RL EnvOpenmedRelation ExtractionBioredMedical

Openmed Radreport RL Env (Community)

Radiology Report Summarization environment - generating clinical impressions from chest X-ray findings using MIMIC-CXR reports

RL EnvOpenmedRadiologySummarizationMedical

Openmed Mednli RL Env (Community)

Medical Natural Language Inference environment - determining logical relationships between clinical premises and hypotheses using physician-annotat...

RL EnvOpenmedNliNatural Language InferenceMedical

Openmed Trialmatch RL Env (Community)

Clinical trial eligibility matching environment - Patient-to-criterion matching using NCBI TrialGPT annotations

RL EnvOpenmedClinical TrialsEligibility MatchingMedical

Openmed Chemprot RL Env (Community)

Chemical-Protein relation extraction environment - BioCreative VI ChemProt task identifying 5 CPR types of chemical-protein interactions

RL EnvOpenmedRelation ExtractionChemical ProteinMedical

Openmed Drugprot RL Env (Community)

Drug-Protein relation extraction environment - BioCreative VII Track 1 task identifying 13 types of drug-protein interactions

RL EnvOpenmedRelation ExtractionDrug ProteinMedical

Openmed Medreason RL Env (Community)

Medical reasoning environment - training models for step-by-step medical reasoning using 32k+ QA pairs with detailed reasoning chains

RL EnvOpenmedMedical ReasoningKnowledge GraphMedical

Openmed Meddialog RL Env (Community)

Medical dialogue environment - training models to generate helpful doctor responses to patient queries using 229k+ real patient-doctor dialogues

RL EnvOpenmedMedical DialogueDoctor PatientMedical

Openmed UMLS RL Env (Community)

UMLS entity linking environment - training models to link biomedical text spans to UMLS Concept Unique Identifiers using MedMentions dataset

RL EnvOpenmedUmlsEntity LinkingMedical

Openmed Medsimplify RL Env (Community)

Medical text simplification - converting complex medical abstracts to plain language

RL EnvMedicalText SimplificationLay Language

Openmed PICO RL Env (Community)

PICO element extraction from clinical trial abstracts (Participants, Interventions, Outcomes)

RL EnvMedicalClinical TrialsPico

Openmed Clinicalner RL Env (Community)

Clinical NER environment - BC5CDR chemical and disease entity extraction from biomedical text

RL EnvMedicalNERClinical

PII Detection RL Env (Community)

OpenMed PII detection environment using nvidia/Nemotron-PII dataset (20K+ samples) - 5 granular metrics: structure, F1, recall, precision, entity c...

RL EnvOpenmedPii DetectionEntity ExtractionMedical

Openmed Snomed RL Env (Community)

SNOMED CT entity linking environment - training models to link clinical text spans to standardized SNOMED CT concepts for semantic interoperability

RL EnvOpenmedSnomed CtEntity LinkingMedical

Openmed ICD 10 RL Env (Community)

RL environment for ICD-10 medical coding - training models to assign accurate diagnostic codes to clinical notes

RL EnvOpenmedIcd10Medical CodingMedical

Openmed Ddxplus RL Env (Community)

RL environment for differential diagnosis - training models to predict diseases from patient symptoms and medical histories

RL EnvOpenmedDdxplusDifferential DiagnosisMedical

Openmed Radqa RL Env (Community)

Radiology-focused medical question answering environment using MedQA-USMLE dataset - critical for diagnostic imaging expertise

RL EnvOpenmedRadqaRadiologyMedical

Openmed Bioasq RL Env (Community)

Biomedical question answering environment using PubMedQA dataset - essential for evidence-based medicine

RL EnvOpenmedBioasqPubmedqaMedical

Openmed Healthfact RL Env (Community)

Health claim fact-checking environment using PubHealth dataset - critical for combating medical misinformation

RL EnvOpenmedFact CheckingPubhealthMedical

Openmed ADE RL Env (Community)

Adverse Drug Event detection environment using ADE Corpus V2 - critical for pharmacovigilance and patient safety

RL EnvOpenmedAdeAdverse Drug EventMedical

Openmed DDI RL Env (Community)

Drug-Drug Interaction detection environment using the DDI Corpus - critical for pharmacovigilance and patient safety

RL EnvOpenmedDdiDrug InteractionMedical

Openmed Medxpertqa RL Env (Community)

Expert-level medical reasoning environment using MedXpertQA benchmark - significantly harder than MedMCQA

RL EnvOpenmedMedxpertqaExpert LevelMedical

Openmed Medmcqa RL Env (Community)

Single-turn medical MCQ environment for MedMCQA with CoT and boxed letter

RL EnvOpenmedMedmcqaMedical

Openmed Medqa RL Env (Community)

Single-turn medical MCQ (MedQA USMLE, 4 options) with CoT and boxed letter

RL EnvOpenmedMedqaUsmleMedical

Openmed Pubmedqa RL Env (Community)

Biomedical research QA environment - yes/no/maybe classification on PubMed abstracts

RL EnvOpenmedPubmedqaBiomedical QAMedical

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