Pith Number

pith:6LJETYVC

pith:2024:6LJETYVCDBNREFY245737H5AYL

not attested not anchored not stored refs pending

Continual SFT Matches Multimodal RLHF with Negative Supervision

Gang Zhang, Jiangjiang Liu, Jingdong Wang, Ke Zhu, Qiang Chen, Yanpeng Sun, Yu Wang

arxiv:2411.14797 v1 · 2024-11-22 · cs.LG · cs.AI · cs.CL · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6LJETYVCDBNREFY245737H5AYL}

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	2026-07-05T09:39:12.085417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2d249e2a2185b12171ae77fbf9fa0c2dd7a487e47f43aaea3affa5ab46e61b7

Aliases

arxiv: 2411.14797 · arxiv_version: 2411.14797v1 · doi: 10.48550/arxiv.2411.14797 · pith_short_12: 6LJETYVCDBNR · pith_short_16: 6LJETYVCDBNREFY2 · pith_short_8: 6LJETYVC

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/6LJETYVCDBNREFY245737H5AYL \
  | 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: f2d249e2a2185b12171ae77fbf9fa0c2dd7a487e47f43aaea3affa5ab46e61b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "527d809cdffe3c14c8d57996e69328e2b538807de6e07be7071943a7adf5744b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-22T08:48:30Z",
    "title_canon_sha256": "15e9421923c0c6f3271207856712f87cd9d32a4837d2199420cc42539845fc2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14797",
    "kind": "arxiv",
    "version": 1
  }
}