Pith Number

pith:YTUU7EZT

pith:2024:YTUU7EZTWFJAMGHUCPR5B6HY4N

not attested not anchored not stored refs pending

Calibration of Large Language Models on Code Summarization

Premkumar Devanbu, Toufique Ahmed, Yuvraj Virk

arxiv:2404.19318 v3 · 2024-04-30 · cs.SE · 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{YTUU7EZTWFJAMGHUCPR5B6HY4N}

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

1 paper in Pith

Sustainability via LLM Right-sizing

Receipt and verification

First computed	2026-07-05T11:13:09.189808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4e94f9333b1520618f413e3d0f8f8e364265c59130f8463e048b89236757424

Aliases

arxiv: 2404.19318 · arxiv_version: 2404.19318v3 · doi: 10.48550/arxiv.2404.19318 · pith_short_12: YTUU7EZTWFJA · pith_short_16: YTUU7EZTWFJAMGHU · pith_short_8: YTUU7EZT

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/YTUU7EZTWFJAMGHUCPR5B6HY4N \
  | 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: c4e94f9333b1520618f413e3d0f8f8e364265c59130f8463e048b89236757424

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e35a03f8433ec8f3d5afd14c247b934ad3da971e587c28b4af9145826d6b2fbd",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-30T07:38:08Z",
    "title_canon_sha256": "30b3bdb80e663a1620aa78dcd26b1d1da80fcf5330c4d6a439c2696f20c0c2d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.19318",
    "kind": "arxiv",
    "version": 3
  }
}