Pith Number

pith:SX7UMMAI

pith:2024:SX7UMMAICTYATRJCPET6H45HXG

not attested not anchored not stored refs pending

PANDA: Preference Adaptation for Enhancing Domain-Specific Abilities of LLMs

An Liu, Fei Huang, Ji Zhang, Ming Yan, Peng Li, Qingyuan Hu, Yang Liu, Zhenhe Zhang, Zonghan Yang

arxiv:2402.12835 v2 · 2024-02-20 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SX7UMMAICTYATRJCPET6H45HXG}

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	2026-07-05T08:33:35.886842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95ff46300814f009c5227927e3f3a7b993f6e00934d170589491f0d281157191

Aliases

arxiv: 2402.12835 · arxiv_version: 2402.12835v2 · doi: 10.48550/arxiv.2402.12835 · pith_short_12: SX7UMMAICTYA · pith_short_16: SX7UMMAICTYATRJC · pith_short_8: SX7UMMAI

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/SX7UMMAICTYATRJCPET6H45HXG \
  | 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: 95ff46300814f009c5227927e3f3a7b993f6e00934d170589491f0d281157191

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36b2b7377fc1e7bbd94448c6f9b2820c9f3878e6f51bfb3ffedfac8f11773338",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-20T09:02:55Z",
    "title_canon_sha256": "172d0047495941da334c8b9095de67d69f51d3fe0711349ba8ccca64ced5c717"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12835",
    "kind": "arxiv",
    "version": 2
  }
}