Pith Number

pith:JB2UKSGU

pith:2024:JB2UKSGUBZ6YCM5Y4E3L3W27T3

not attested not anchored not stored refs pending

ReFF: Reinforcing Format Faithfulness in Language Models across Varied Tasks

Boao Qian, Haoyu Wen, Heyan Huang, Jiashu Yao, Wei Su, Yuhang Guo, Zeming Liu

arxiv:2412.09173 v1 · 2024-12-12 · 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{JB2UKSGUBZ6YCM5Y4E3L3W27T3}

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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

Utilizing and Calibrating Hindsight Process Rewards via Reinforcement with Mutual Information Self-Evaluation

Receipt and verification

First computed	2026-07-05T09:48:20.634480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48754548d40e7d8133b8e136bddb5f9ef3eeed22f8d5912cce9c5998f88eb03b

Aliases

arxiv: 2412.09173 · arxiv_version: 2412.09173v1 · doi: 10.48550/arxiv.2412.09173 · pith_short_12: JB2UKSGUBZ6Y · pith_short_16: JB2UKSGUBZ6YCM5Y · pith_short_8: JB2UKSGU

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/JB2UKSGUBZ6YCM5Y4E3L3W27T3 \
  | 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: 48754548d40e7d8133b8e136bddb5f9ef3eeed22f8d5912cce9c5998f88eb03b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e03c9d31b355bc6b117caa39ccb475a6116e2c5fd7ec5b59c08d64404b783d6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-12T11:03:25Z",
    "title_canon_sha256": "95c49dd84ebb3ad43674551a0560975ec752d650fc4de71a23b2ba2df91a5d56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09173",
    "kind": "arxiv",
    "version": 1
  }
}