Pith Number

pith:WRNO5GIY

pith:2023:WRNO5GIYDNANQBBQTZKQJJNWQ2

not attested not anchored not stored refs pending

Exploring Distributional Shifts in Large Language Models for Code Analysis

Rocktim Jyoti Das, Shushan Arakelyan, Xiang Ren, Yi Mao

arxiv:2303.09128 v2 · 2023-03-16 · cs.CL · 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{WRNO5GIYDNANQBBQTZKQJJNWQ2}

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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

1 paper in Pith

Prompt-Driven Code Summarization: A Systematic Literature Review

Receipt and verification

First computed	2026-07-05T07:20:50.027064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b45aee99181b40d804309e5504a5b686bf9440e763f599f71c28814a053a78b5

Aliases

arxiv: 2303.09128 · arxiv_version: 2303.09128v2 · doi: 10.48550/arxiv.2303.09128 · pith_short_12: WRNO5GIYDNAN · pith_short_16: WRNO5GIYDNANQBBQ · pith_short_8: WRNO5GIY

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/WRNO5GIYDNANQBBQTZKQJJNWQ2 \
  | 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: b45aee99181b40d804309e5504a5b686bf9440e763f599f71c28814a053a78b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbd46deb385e486e32a65c7577dea25164cf57a918afcc39e2ae2be9ec6078c5",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-16T07:45:46Z",
    "title_canon_sha256": "12ef0badc0759d6df4692dc4a2a39944c9f333a703f29a199a9b288cab6e5bb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.09128",
    "kind": "arxiv",
    "version": 2
  }
}