Pith Number

pith:4Q7EDUHY

pith:2024:4Q7EDUHYPOIK3JDRDVMZ2AEGVG

not attested not anchored not stored refs pending

Internal Consistency and Self-Feedback in Large Language Models: A Survey

Feiyu Xiong, Hanyu Wang, Qingchen Yu, Rong-Hua Li, Shichao Song, Xunkai Li, Xun Liang, Yi Wang, Zhiyu Li, Zhonghao Wang, Zifan Zheng

arxiv:2407.14507 v3 · 2024-07-19 · 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{4Q7EDUHYPOIK3JDRDVMZ2AEGVG}

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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

8 papers in Pith

Unified Audio Intelligence Without Regressing on Text Intelligence

Customized Generative AI Agent for Transportation Engineering Practice: A Development and Continued Pre-training Guideline

Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era

Wasserstein Equilibrium Decoding for Reliable Medical Visual Question Answering

Temperature and Persona Shape LLM Agent Consensus With Minimal Accuracy Gains in Qualitative Coding

Receipt and verification

First computed	2026-07-05T09:08:27.778661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e43e41d0f87b90ada4711d599d0086a9bb3ffe1eb696361f195363f3fa296b3e

Aliases

arxiv: 2407.14507 · arxiv_version: 2407.14507v3 · doi: 10.48550/arxiv.2407.14507 · pith_short_12: 4Q7EDUHYPOIK · pith_short_16: 4Q7EDUHYPOIK3JDR · pith_short_8: 4Q7EDUHY

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/4Q7EDUHYPOIK3JDRDVMZ2AEGVG \
  | 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: e43e41d0f87b90ada4711d599d0086a9bb3ffe1eb696361f195363f3fa296b3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a78171b92418415c734b021f99530d5347f711818ed9dd95709d0d21d79fdc4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-19T17:59:03Z",
    "title_canon_sha256": "483dfb1c08d724de12341664a36bb4173a0c64b5cfdac3280b00951ec0c2dc22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14507",
    "kind": "arxiv",
    "version": 3
  }
}