Pith Number

pith:JVODK4BI

pith:2024:JVODK4BI5R5OZPMOUMPZCNFP2Y

not attested not anchored not stored refs pending

Plug-and-Play Training Framework for Preference Optimization

Jingyuan Ma, Lei Sha, Rui Li, Zheng Li, Zhifang Sui

arxiv:2412.20996 v1 · 2024-12-30 · 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{JVODK4BI5R5OZPMOUMPZCNFP2Y}

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

Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning

Receipt and verification

First computed	2026-07-05T09:55:25.863079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d5c357028ec7aecbd8ea31f9134afd63410255cc3ec6398594bfbc633d48c56

Aliases

arxiv: 2412.20996 · arxiv_version: 2412.20996v1 · doi: 10.48550/arxiv.2412.20996 · pith_short_12: JVODK4BI5R5O · pith_short_16: JVODK4BI5R5OZPMO · pith_short_8: JVODK4BI

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/JVODK4BI5R5OZPMOUMPZCNFP2Y \
  | 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: 4d5c357028ec7aecbd8ea31f9134afd63410255cc3ec6398594bfbc633d48c56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b97b3d96d556d1865ef64a6abdf0067bfff947578f7cb704e9b6b6d76c8c9743",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-30T15:01:48Z",
    "title_canon_sha256": "ac53ae0bdb48c509151cf60554d8b032df19d1c393ab5886d72e1ad72110b197"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20996",
    "kind": "arxiv",
    "version": 1
  }
}