Pith Number

pith:YGFGVR3K

pith:2025:YGFGVR3KTMMYFEJ66T3VCJ7W3J

not attested not anchored not stored refs pending

Rethinking Repetition Problems of LLMs in Code Generation

Ge Li, Xue Jiang, Yihong Dong, Yuchen Liu, Zhi Jin

arxiv:2505.10402 v1 · 2025-05-15 · cs.CL · cs.AI · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YGFGVR3KTMMYFEJ66T3VCJ7W3J}

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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

2 papers in Pith

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T11:03:37.892473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c18a6ac76a9b1982913ef4f75127f6da6c6c0a42120dfed10734a152c976c110

Aliases

arxiv: 2505.10402 · arxiv_version: 2505.10402v1 · doi: 10.48550/arxiv.2505.10402 · pith_short_12: YGFGVR3KTMMY · pith_short_16: YGFGVR3KTMMYFEJ6 · pith_short_8: YGFGVR3K

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/YGFGVR3KTMMYFEJ66T3VCJ7W3J \
  | 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: c18a6ac76a9b1982913ef4f75127f6da6c6c0a42120dfed10734a152c976c110

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aed6a07729743db31f2938bf699adc487babb332cd7c64a97e861aae21641f17",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-15T15:26:32Z",
    "title_canon_sha256": "869b6ff8c778ba56c63666cd5a5eb0855f6788b190b7c860f405491649c7ea0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10402",
    "kind": "arxiv",
    "version": 1
  }
}