Pith Number

pith:EPR7RALK

pith:2025:EPR7RALKFEMK5ZZPFZMT62JZJY

not attested not anchored not stored refs pending

Enhancing Code Generation via Bidirectional Comment-Level Mutual Grounding

Tianyi Zhang, Yifeng Di

arxiv:2505.07768 v1 · 2025-05-12 · cs.SE · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EPR7RALKFEMK5ZZPFZMT62JZJY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Guiding Human Validation of LLM-Generated Code via Verifiable Literate Programming

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation

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

Receipt and verification

First computed	2026-07-05T11:01:53.070037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23e3f8816a2918aee72f2e593f69394e37ccbeeb88561ec4782f6be4cba5bdb2

Aliases

arxiv: 2505.07768 · arxiv_version: 2505.07768v1 · doi: 10.48550/arxiv.2505.07768 · pith_short_12: EPR7RALKFEMK · pith_short_16: EPR7RALKFEMK5ZZP · pith_short_8: EPR7RALK

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/EPR7RALKFEMK5ZZPFZMT62JZJY \
  | 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: 23e3f8816a2918aee72f2e593f69394e37ccbeeb88561ec4782f6be4cba5bdb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34fe1e1578279f0b3c3e09885ef14ba12ff3b477a19853676a6270e445c2d316",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-12T17:20:30Z",
    "title_canon_sha256": "24cfc97af27503cf64ba6cb58b51352530acb809c8fa8aa16af972ed41bdeadf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07768",
    "kind": "arxiv",
    "version": 1
  }
}