Pith Number

pith:CVICRCRJ

pith:2022:CVICRCRJDSTGWJIPQNQM77ATLO

not attested not anchored not stored refs pending

A Systematic Evaluation of Large Language Models of Code

Frank F. Xu, Graham Neubig, Uri Alon, Vincent J. Hellendoorn

arxiv:2202.13169 v3 · 2022-02-26 · cs.PL · 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{CVICRCRJDSTGWJIPQNQM77ATLO}

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

6 papers in Pith

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards

Lessons from the Trenches on Reproducible Evaluation of Language Models

InCoder: A Generative Model for Code Infilling and Synthesis

RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems

Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling

Receipt and verification

First computed	2026-07-05T04:20:18.712428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1550288a291ca66b250f8360cffc135b94a8b416f91f83186d3199a8965a8864

Aliases

arxiv: 2202.13169 · arxiv_version: 2202.13169v3 · doi: 10.48550/arxiv.2202.13169 · pith_short_12: CVICRCRJDSTG · pith_short_16: CVICRCRJDSTGWJIP · pith_short_8: CVICRCRJ

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/CVICRCRJDSTGWJIPQNQM77ATLO \
  | 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: 1550288a291ca66b250f8360cffc135b94a8b416f91f83186d3199a8965a8864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccd5d8b1e9eeeb02d7fd211af95d006ddf84b1287d18e9a09e76ee716af8f959",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2022-02-26T15:53:55Z",
    "title_canon_sha256": "2fa9cd6494c03254530709cdaf5f3a7f197119e03659abfb7cc6bb4a4082ddc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.13169",
    "kind": "arxiv",
    "version": 3
  }
}