{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:NQKDN3P2COXCFJSJ2Y7D63X7VO","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"f85641423b15ae08e20b04046a8294afbb5d8048bd080d52dfd8aab1d5ae5350","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-07-24T17:17:13Z","title_canon_sha256":"1b7200e3854c62ae523f282616ef1dd108fecad72d802d13edc9a4b189334193"},"schema_version":"1.0","source":{"id":"2307.13018","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2307.13018","created_at":"2026-07-05T06:34:08Z"},{"alias_kind":"arxiv_version","alias_value":"2307.13018v1","created_at":"2026-07-05T06:34:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2307.13018","created_at":"2026-07-05T06:34:08Z"},{"alias_kind":"pith_short_12","alias_value":"NQKDN3P2COXC","created_at":"2026-07-05T06:34:08Z"},{"alias_kind":"pith_short_16","alias_value":"NQKDN3P2COXCFJSJ","created_at":"2026-07-05T06:34:08Z"},{"alias_kind":"pith_short_8","alias_value":"NQKDN3P2","created_at":"2026-07-05T06:34:08Z"}],"graph_snapshots":[{"event_id":"sha256:d3b4b365ec35e1a535529323562535077ae74155577309a368ca4e52fbdfce30","target":"graph","created_at":"2026-07-05T06:34:08Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2307.13018/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a study on the feasibility of using large language models (LLM) for coding with low-resource and domain-specific programming languages that typically lack the amount of data required for effective LLM processing techniques. This study focuses on the econometric scripting language named hansl of the open-source software gretl and employs a proprietary LLM based on GPT-3.5. Our findings suggest that LLMs can be a useful tool for writing, understanding, improving, and documenting gretl code, which includes generating descriptive docstrings for functions and providing precise e","authors_text":"Artur Tarassow","cross_cats":["cs.SE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-07-24T17:17:13Z","title":"The potential of LLMs for coding with low-resource and domain-specific programming languages"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2307.13018","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:4e42e17f7d3a3492f53026632f11f6d6a860a4574deb7cb8b6e31ebe9c12011e","target":"record","created_at":"2026-07-05T06:34:08Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"f85641423b15ae08e20b04046a8294afbb5d8048bd080d52dfd8aab1d5ae5350","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-07-24T17:17:13Z","title_canon_sha256":"1b7200e3854c62ae523f282616ef1dd108fecad72d802d13edc9a4b189334193"},"schema_version":"1.0","source":{"id":"2307.13018","kind":"arxiv","version":1}},"canonical_sha256":"6c1436edfa13ae22a649d63e3f6effab8bc3518b788077d52e68a5ddced8e5c8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6c1436edfa13ae22a649d63e3f6effab8bc3518b788077d52e68a5ddced8e5c8","first_computed_at":"2026-07-05T06:34:08.011421Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:34:08.011421Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IrrblEpewKxwRWqYfElr07T2Z+amYn3M/4wUDUTx1M9UlH0VM2kveVJ2gq1s6AwXeehoK4WD9rBXM10NIlnGCw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:34:08.011893Z","signed_message":"canonical_sha256_bytes"},"source_id":"2307.13018","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4e42e17f7d3a3492f53026632f11f6d6a860a4574deb7cb8b6e31ebe9c12011e","sha256:d3b4b365ec35e1a535529323562535077ae74155577309a368ca4e52fbdfce30"],"state_sha256":"fe44763af95f88b1d5f5bc0ac2d78306fe310ac653d25b83b922f4ee2787532f"}