Pith Number

pith:5AI2D4RV

pith:2025:5AI2D4RVZ2NMOCWSQL2ILGX4Z4

not attested not anchored not stored refs pending

A Survey on Post-training of Large Language Models

Caiming Xiong, Dingjie Song, Fuyang Wei, Guiyao Tie, Hechang Chen, Heng Ji, Jianfeng Gao, Jiangyue Yan, Jiliang Tang, Lichao Sun, Lifang He, Neil Zhenqiang Gong, Pan Zhou, Philip S. Yu, Qingsong Wen, Rong Zhou, Tianming Liu, Wen Yin, Yao Su, Yifeng Xie, Yihan Cao, Yurou Dai, Yu Zhang, Zeli Zhao, Zhejian Yang, Zhenhan Dai

arxiv:2503.06072 v3 · 2025-03-08 · 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{5AI2D4RVZ2NMOCWSQL2ILGX4Z4}

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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

20 papers in Pith

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Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

Joint Learning of Experiential Rules and Policies for Large Language Model Agents

Beyond Uniform Forgetting: A Study of Sequential Direct Preference Optimization Across Preference Settings

Towards Precise Intent-Aligned VLA Aerial Navigation via Expert-Guided GRPO

Receipt and verification

First computed	2026-07-05T11:46:40.713414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e811a1f235ce9ac70ad282f4859afccf30d3bea2f3f6e976cf199375a54ed792

Aliases

arxiv: 2503.06072 · arxiv_version: 2503.06072v3 · doi: 10.48550/arxiv.2503.06072 · pith_short_12: 5AI2D4RVZ2NM · pith_short_16: 5AI2D4RVZ2NMOCWS · pith_short_8: 5AI2D4RV

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/5AI2D4RVZ2NMOCWSQL2ILGX4Z4 \
  | 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: e811a1f235ce9ac70ad282f4859afccf30d3bea2f3f6e976cf199375a54ed792

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ae6e689b40cfb80c601f55957a2e52c6ac980b5bfc782c954da78c0a846b445",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-08T05:41:42Z",
    "title_canon_sha256": "abe55b2d0ffc1e0c551d8f3bd66510937009dd50d2e1865b029dfbec7570b547"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06072",
    "kind": "arxiv",
    "version": 3
  }
}