Pith Number

pith:PCAKBK2U

pith:2024:PCAKBK2UR5BY3YVYOQTTYMPISP

not attested not anchored not stored refs pending

Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization

Chaojie Wang, Chris Yuhao Liu, Jiacai Liu, Liang Zeng, Rui Yan, Yahui Zhou, Yang Liu, Yiwen Sun

arxiv:2412.18279 v1 · 2024-12-24 · cs.AI

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\usepackage{pith}
\pithnumber{PCAKBK2UR5BY3YVYOQTTYMPISP}

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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

Application-Driven Pedagogical Knowledge Optimization of Open-Source LLMs via Reinforcement Learning and Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:53:53.214048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7880a0ab548f438de2b874273c31e893c824ef012f4a88b4422e166b0f7f1740

Aliases

arxiv: 2412.18279 · arxiv_version: 2412.18279v1 · doi: 10.48550/arxiv.2412.18279 · pith_short_12: PCAKBK2UR5BY · pith_short_16: PCAKBK2UR5BY3YVY · pith_short_8: PCAKBK2U

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/PCAKBK2UR5BY3YVYOQTTYMPISP \
  | 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: 7880a0ab548f438de2b874273c31e893c824ef012f4a88b4422e166b0f7f1740

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7898e041e819958ef9fd06e7b144278e7032ec3299d2dc1620b39fbeb8c99649",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-24T08:39:35Z",
    "title_canon_sha256": "5295e12e227953e659bbeedc40fb6f2a3fc7e8b6241696d4edc74b67884884c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18279",
    "kind": "arxiv",
    "version": 1
  }
}