Pith Number

pith:SAASNGDQ

pith:2024:SAASNGDQHDTBCST3UVG6DOMNUK

not attested not anchored not stored refs pending

Preference Optimization for Reasoning with Pseudo Feedback

Fangkai Jiao, Furu Wei, Geyang Guo, Nancy F. Chen, Shafiq Joty, Xingxing Zhang

arxiv:2411.16345 v2 · 2024-11-25 · 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{SAASNGDQHDTBCST3UVG6DOMNUK}

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

3 papers in Pith

Visual-RFT: Visual Reinforcement Fine-Tuning

Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning

Receipt and verification

First computed	2026-07-05T10:14:07.212464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

900126987038e6114a7ba54de1b98da299cb9117a987fa3aada5344f4c50fc69

Aliases

arxiv: 2411.16345 · arxiv_version: 2411.16345v2 · doi: 10.48550/arxiv.2411.16345 · pith_short_12: SAASNGDQHDTB · pith_short_16: SAASNGDQHDTBCST3 · pith_short_8: SAASNGDQ

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/SAASNGDQHDTBCST3UVG6DOMNUK \
  | 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: 900126987038e6114a7ba54de1b98da299cb9117a987fa3aada5344f4c50fc69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0574412136553627d35b95e67c68cdec371a566d4b66d14d248034047ca720e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-25T12:44:02Z",
    "title_canon_sha256": "81595d98840b2bd133d9d6fdab122236bd1baa0c37f03d7f42641a5b5d765081"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16345",
    "kind": "arxiv",
    "version": 2
  }
}