Pith Number

pith:6KJWE2K6

pith:2025:6KJWE2K6N7PYQSHWAWZFYS7727

not attested not anchored not stored refs pending

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Alberto Martin-Lopez, Alessandro Giagnorio, Gabriele Bavota

arxiv:2501.19085 v1 · 2025-01-31 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6KJWE2K6N7PYQSHWAWZFYS7727}

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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

4 papers in Pith

Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study

Large Language Models for Multilingual Code Intelligence: A Survey

Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification

Receipt and verification

First computed	2026-07-05T10:07:55.905829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f29362695e6fdf8848f605b25c4bffd7eed2afff67a9b9ff11a0bfd67f74e10c

Aliases

arxiv: 2501.19085 · arxiv_version: 2501.19085v1 · doi: 10.48550/arxiv.2501.19085 · pith_short_12: 6KJWE2K6N7PY · pith_short_16: 6KJWE2K6N7PYQSHW · pith_short_8: 6KJWE2K6

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/6KJWE2K6N7PYQSHWAWZFYS7727 \
  | 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: f29362695e6fdf8848f605b25c4bffd7eed2afff67a9b9ff11a0bfd67f74e10c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b787ad3714cf4d203ab313cc7c20a74c04f71825e89c1889a4c5d8050a8d3d37",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-31T12:23:28Z",
    "title_canon_sha256": "6bf44f8ed3456e3ed358ebbf52f0b591b3a0fe2fd76340ce8506ca62ab36544c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19085",
    "kind": "arxiv",
    "version": 1
  }
}