Pith Number

pith:LSJZ5I7M

pith:2024:LSJZ5I7MRWVVKWCEFBMDSBS4UN

not attested not anchored not stored refs pending

The Importance of Online Data: Understanding Preference Fine-tuning via Coverage

Aarti Singh, Gokul Swamy, J. Andrew Bagnell, Wen Sun, Yuda Song

arxiv:2406.01462 v2 · 2024-06-03 · cs.LG · cs.AI · 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{LSJZ5I7MRWVVKWCEFBMDSBS4UN}

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

Toward Native Multimodal Modeling: A Roadmap

Receipt and verification

First computed	2026-07-05T08:44:38.949668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c939ea3ec8dab555844285839065ca37c00fe5e9a3677ec1af721f536c6c09f

Aliases

arxiv: 2406.01462 · arxiv_version: 2406.01462v2 · doi: 10.48550/arxiv.2406.01462 · pith_short_12: LSJZ5I7MRWVV · pith_short_16: LSJZ5I7MRWVVKWCE · pith_short_8: LSJZ5I7M

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/LSJZ5I7MRWVVKWCEFBMDSBS4UN \
  | 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: 5c939ea3ec8dab555844285839065ca37c00fe5e9a3677ec1af721f536c6c09f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "854d3c58af5cb454ed6da03984c14ea4273f040697a1916bebbfda3ca9f0ecb8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T15:51:04Z",
    "title_canon_sha256": "9932f72194202b8d7dd89d5356f175e454a4ac629dc27c81c761c15f5750a3d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01462",
    "kind": "arxiv",
    "version": 2
  }
}