Pith Number

pith:IZDVGM2L

pith:2024:IZDVGM2LO7J4QITFSRURVGXBOW

not attested not anchored not stored refs pending

Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality

Kien X. Nguyen, Qitong Wang, Tang Li, Xi Peng

arxiv:2412.13333 v2 · 2024-12-17 · 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{IZDVGM2LO7J4QITFSRURVGXBOW}

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	2026-07-05T10:19:34.145757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

464753334b77d3c8226594691a9ae175b84ec23f5531662624414180cc90384c

Aliases

arxiv: 2412.13333 · arxiv_version: 2412.13333v2 · doi: 10.48550/arxiv.2412.13333 · pith_short_12: IZDVGM2LO7J4 · pith_short_16: IZDVGM2LO7J4QITF · pith_short_8: IZDVGM2L

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/IZDVGM2LO7J4QITFSRURVGXBOW \
  | 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: 464753334b77d3c8226594691a9ae175b84ec23f5531662624414180cc90384c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12991cf676cf3faed7aa53a0b5c0ff0ee55c5e86ba13423a8f26c74dfe7e9fc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T21:09:49Z",
    "title_canon_sha256": "659d895dd4afa9f775672daabc9f7a7ab2734fe1b6ba0f53ae02950892d4ce7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13333",
    "kind": "arxiv",
    "version": 2
  }
}