Pith Number

pith:AGQCY66H

pith:2024:AGQCY66HAH6T4MCDCFCBVOLM37

not attested not anchored not stored refs pending

The Counterfeit Conundrum: Can Code Language Models Grasp the Nuances of Their Incorrect Generations?

Alex Gu, Armando Solar-Lezama, Celine Lee, Koushik Sen, Naman Jain, Theo X. Olausson, Wen-Ding Li

arxiv:2402.19475 v1 · 2024-02-29 · cs.SE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGQCY66HAH6T4MCDCFCBVOLM37}

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

2 papers in Pith

CodeCureAgent: Automatic Classification and Repair of Static Analysis Warnings

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

Receipt and verification

First computed	2026-07-05T07:50:45.741180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01a02c7bc701fd3e304311441ab96cdfd047267303674a82e02268daf811e877

Aliases

arxiv: 2402.19475 · arxiv_version: 2402.19475v1 · doi: 10.48550/arxiv.2402.19475 · pith_short_12: AGQCY66HAH6T · pith_short_16: AGQCY66HAH6T4MCD · pith_short_8: AGQCY66H

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/AGQCY66HAH6T4MCDCFCBVOLM37 \
  | 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: 01a02c7bc701fd3e304311441ab96cdfd047267303674a82e02268daf811e877

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "854805a743919d01590286fb1b849d105e2931c2fb60b377a2b4207c1bcbf985",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-29T18:59:25Z",
    "title_canon_sha256": "b8ce87938a0ffb97192ede53aa02438d0987540ecee1ea529a12fa84d7807095"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.19475",
    "kind": "arxiv",
    "version": 1
  }
}