Camera-ready: de-anonymize card, Croissant 1.1 (core + RAI + prov), full Apache-2.0 license
e381d8a verified | { | |
| "@context": { | |
| "@language": "en", | |
| "@vocab": "https://schema.org/", | |
| "sc": "https://schema.org/", | |
| "cr": "http://mlcommons.org/croissant/", | |
| "rai": "http://mlcommons.org/croissant/RAI/", | |
| "prov": "http://www.w3.org/ns/prov#", | |
| "dct": "http://purl.org/dc/terms/", | |
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| "data": { | |
| "@id": "cr:data", | |
| "@type": "@json" | |
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| "dataType": { | |
| "@id": "cr:dataType", | |
| "@type": "@vocab" | |
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| "equivalentProperty": "cr:equivalentProperty", | |
| "examples": { | |
| "@id": "cr:examples", | |
| "@type": "@json" | |
| }, | |
| "extract": "cr:extract", | |
| "field": "cr:field", | |
| "fileProperty": "cr:fileProperty", | |
| "fileObject": "cr:fileObject", | |
| "fileSet": "cr:fileSet", | |
| "format": "cr:format", | |
| "includes": "cr:includes", | |
| "isArray": "cr:isArray", | |
| "isLiveDataset": "cr:isLiveDataset", | |
| "jsonPath": "cr:jsonPath", | |
| "key": "cr:key", | |
| "md5": "cr:md5", | |
| "parentField": "cr:parentField", | |
| "path": "cr:path", | |
| "recordSet": "cr:recordSet", | |
| "references": "cr:references", | |
| "regex": "cr:regex", | |
| "repeated": "cr:repeated", | |
| "replace": "cr:replace", | |
| "samplingRate": "cr:samplingRate", | |
| "separator": "cr:separator", | |
| "source": "cr:source", | |
| "subField": "cr:subField", | |
| "transform": "cr:transform" | |
| }, | |
| "@type": "sc:Dataset", | |
| "name": "StableHLO-Spec-30", | |
| "description": "Hand-authored NL→MLIR pairs for StableHLO dialect covering 10 op families.", | |
| "conformsTo": "http://mlcommons.org/croissant/1.1", | |
| "url": "https://huggingface.co/datasets/plawanrath/StableHLO-Spec-30", | |
| "sameAs": [ | |
| "https://github.com/plawanrath/slm-to-mlir-constrained-emitter/tree/main/eval/benchmarks/stablehlo_spec_30" | |
| ], | |
| "license": "https://spdx.org/licenses/Apache-2.0.html", | |
| "creator": { | |
| "@type": "Person", | |
| "name": "Plawan Kumar Rath", | |
| "url": "https://huggingface.co/plawanrath" | |
| }, | |
| "datePublished": "2026-04-21", | |
| "dateModified": "2026-09-25", | |
| "version": "1.0.0", | |
| "inLanguage": "en", | |
| "keywords": [ | |
| "MLIR", | |
| "StableHLO", | |
| "compiler IR", | |
| "code generation", | |
| "constrained decoding", | |
| "benchmark", | |
| "NeurIPS 2026" | |
| ], | |
| "citeAs": "@inproceedings{rath2026crossdialect,\n title = {Cross-Dialect Generalization Without Retraining: Benchmarks and Evaluation of Schema-Derived Constrained Decoding for {MLIR}},\n author = {Rath, Plawan Kumar},\n booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},\n year = {2026},\n eprint = {2607.18254},\n archivePrefix = {arXiv}\n}", | |
| "isAccessibleForFree": true, | |
| "distribution": [ | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "test.jsonl", | |
| "name": "test.jsonl", | |
| "description": "All records (single test split).", | |
| "contentUrl": "https://huggingface.co/datasets/plawanrath/StableHLO-Spec-30/resolve/main/data/test.jsonl", | |
| "encodingFormat": "application/jsonlines", | |
| "sha256": "921eee53012cce78a7054fbba6f537eef2b8cb6721668e47cb8ab740d76f1272" | |
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| ], | |
| "recordSet": [ | |
| { | |
| "@type": "cr:RecordSet", | |
| "@id": "records", | |
| "name": "records", | |
| "description": "One MLIR prompt/reference pair per record.", | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/id", | |
| "name": "id", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "id" | |
| } | |
| }, | |
| "dataType": "sc:Text", | |
| "description": "Unique record identifier." | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/difficulty", | |
| "name": "difficulty", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "difficulty" | |
| } | |
| }, | |
| "dataType": "sc:Text", | |
| "description": "Author-assigned difficulty or 'programmatic'." | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/nl", | |
| "name": "nl", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "nl" | |
| } | |
| }, | |
| "dataType": "sc:Text", | |
| "description": "Natural-language description." | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/mlir", | |
| "name": "mlir", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "mlir" | |
| } | |
| }, | |
| "dataType": "sc:Text", | |
| "description": "Reference MLIR that verifies under mlir-opt/iree-compile." | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/notes", | |
| "name": "notes", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "notes" | |
| } | |
| }, | |
| "dataType": "sc:Text" | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "records/dialect", | |
| "name": "dialect", | |
| "source": { | |
| "fileObject": { | |
| "@id": "test.jsonl" | |
| }, | |
| "extract": { | |
| "column": "dialect" | |
| } | |
| }, | |
| "dataType": "sc:Text", | |
| "description": "MLIR dialect of the reference program." | |
| } | |
| ] | |
| } | |
| ], | |
| "rai:dataCollection": "Hand-authored by the dataset author against the target MLIR dialect's ODS.", | |
| "rai:dataBiases": [ | |
| "Author-curated: prompts reflect the dataset author's mental model of the target dialect; may under-represent op combinations not present in the spec examples.", | |
| "No human-subject data; no PII; no demographic bias dimensions apply." | |
| ], | |
| "rai:dataLimitations": [ | |
| "Verify-valid pass-rate measures structural validity under mlir-opt/iree-compile, not functional correctness. Programs that pass the gate may still compute the wrong function.", | |
| "English natural-language descriptions only.", | |
| "Small n (30-200 prompts per dataset) yields CI half-widths of ~3-10pp at p=0.5." | |
| ], | |
| "rai:annotationsPerExample": 0, | |
| "rai:annotationDemographics": "N/A — no human annotators.", | |
| "rai:personalSensitiveInformation": "None.", | |
| "rai:dataUseCases": [ | |
| "Evaluating NL→MLIR generation systems (constrained or unconstrained) under a verifier-based pass-rate metric.", | |
| "Out of scope: evaluating functional correctness without an additional lowering + execution harness; training or fine-tuning production code-generation models without a separate held-out corpus." | |
| ], | |
| "rai:dataSocialImpact": "These benchmarks are intended to evaluate compiler-IR generation systems against MLIR/StableHLO verifiers. They contain no human-subject, demographic, or PII content, and pose no direct risk to individuals or groups. The principal social risk is methodological: over-reliance on verifier-pass-rate as a proxy for functional correctness could lead to overstated claims about model capability. Downstream users should pair these benchmarks with execution/property-based testing before drawing conclusions about deployment readiness.", | |
| "rai:hasSyntheticData": false, | |
| "prov:wasDerivedFrom": [ | |
| { | |
| "@id": "https://openxla.org/stablehlo/spec" | |
| } | |
| ], | |
| "prov:wasGeneratedBy": [ | |
| { | |
| "@type": "prov:Activity", | |
| "prov:label": "Data collection / authoring", | |
| "description": "Hand-authored NL/StableHLO pairs across 10 op families, written against the StableHLO specification.", | |
| "prov:wasAssociatedWith": { | |
| "@type": "prov:Agent", | |
| "prov:label": "Plawan Kumar Rath" | |
| } | |
| }, | |
| { | |
| "@type": "prov:Activity", | |
| "prov:label": "Verification", | |
| "description": "Every reference program was checked before inclusion: stablehlo-opt v1.4.0 and iree-compile --compile-to=input (iree-compiler 20241104.1068, pinned). Only verifier-clean programs are included in the release." | |
| }, | |
| { | |
| "@type": "prov:Activity", | |
| "prov:label": "Freeze and export", | |
| "description": "Source records (examples/*.json in the code repository) frozen and exported 1-to-1 to data/test.jsonl; no filtering, deduplication or annotation beyond the steps above. Details: the paper (https://arxiv.org/abs/2607.18254) and the datasheet (https://github.com/plawanrath/slm-to-mlir-constrained-emitter/blob/main/docs/datasheets/datasheet.md)." | |
| } | |
| ] | |
| } | |