Pith Number

pith:OAGY7TNO

pith:2024:OAGY7TNOTHOFLPOLISV2AWNL4Q

not attested not anchored not stored refs pending

A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Chhaya Methani, Nastaran Bassamzadeh

arxiv:2407.02742 v1 · 2024-07-03 · cs.SE · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OAGY7TNOTHOFLPOLISV2AWNL4Q}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows

LLM4MTLs: Automated Generation and Empirical Evaluation of Model Transformation Languages

Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production

PrismaDV: Automated Task-Aware Data Unit Test Generation

Receipt and verification

First computed	2026-07-05T08:39:40.936491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

700d8fcdae99dc55bdcb44aba059abe4304919f2c06a055b57dbf0a7c4cfc7ed

Aliases

arxiv: 2407.02742 · arxiv_version: 2407.02742v1 · doi: 10.48550/arxiv.2407.02742 · pith_short_12: OAGY7TNOTHOF · pith_short_16: OAGY7TNOTHOFLPOL · pith_short_8: OAGY7TNO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OAGY7TNOTHOFLPOLISV2AWNL4Q \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 700d8fcdae99dc55bdcb44aba059abe4304919f2c06a055b57dbf0a7c4cfc7ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93d227bbd61e9f460f0d789b45e929b6c0b99a36cb6180fc5e7b8853a4f8fe3f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-03T01:28:51Z",
    "title_canon_sha256": "850e35235979cf88d5ba36d272c2febdfd0029015fc56537670259c4a9d3b197"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02742",
    "kind": "arxiv",
    "version": 1
  }
}