Pith Number

pith:5FCWMQLO

pith:2025:5FCWMQLOBFPPM63RTMAKXM6GPK

not attested not anchored not stored refs pending

Continually Self-Improving Language Models for Bariatric Surgery Question--Answering

Thomas Hartvigsen, Thomas H Shin, Yash Kumar Atri

arxiv:2505.16102 v2 · 2025-05-22 · 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{5FCWMQLOBFPPM63RTMAKXM6GPK}

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.

Receipt and verification

First computed	2026-07-05T11:08:41.899049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e94566416e095ef67b719b00abb3c67ab4f9e3f7dc038f5f0281380c7f0021bc

Aliases

arxiv: 2505.16102 · arxiv_version: 2505.16102v2 · doi: 10.48550/arxiv.2505.16102 · pith_short_12: 5FCWMQLOBFPP · pith_short_16: 5FCWMQLOBFPPM63R · pith_short_8: 5FCWMQLO

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/5FCWMQLOBFPPM63RTMAKXM6GPK \
  | 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: e94566416e095ef67b719b00abb3c67ab4f9e3f7dc038f5f0281380c7f0021bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b58f5d71463d8ed05dbd94da3be4e111ba967ddc2e2128781ef22f7a1443afc8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-22T01:02:51Z",
    "title_canon_sha256": "72c4f5572c11c1cdae5c8ef8cd574c61cc3d44e691d95c7c580184efaad719b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16102",
    "kind": "arxiv",
    "version": 2
  }
}