Pith Number

pith:5IQPJ6PI

pith:2023:5IQPJ6PIGJ5L6EPLEIBEMBTXSO

not attested not anchored not stored refs pending

Re-Reading Improves Reasoning in Large Language Models

Can Xu, Chongyang Tao, Guodong Long, Hongbo Xu, Jian-Guang Lou, Shuai Ma, Tao Shen, Xiaohan Xu

arxiv:2309.06275 v4 · 2023-09-12 · 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{5IQPJ6PIGJ5L6EPLEIBEMBTXSO}

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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

Semantic Density Effect (SDE): Maximizing Information Per Token Improves LLM Accuracy

Receipt and verification

First computed	2026-07-05T09:37:05.083302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea20f4f9e8327abf11eb2202460677939e73055684b3a9b4ea103227bba0d5ed

Aliases

arxiv: 2309.06275 · arxiv_version: 2309.06275v4 · doi: 10.48550/arxiv.2309.06275 · pith_short_12: 5IQPJ6PIGJ5L · pith_short_16: 5IQPJ6PIGJ5L6EPL · pith_short_8: 5IQPJ6PI

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/5IQPJ6PIGJ5L6EPLEIBEMBTXSO \
  | 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: ea20f4f9e8327abf11eb2202460677939e73055684b3a9b4ea103227bba0d5ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25565710759c9486289b78648931fc1553db182843b3aed95c69b2f5d81671f4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-12T14:36:23Z",
    "title_canon_sha256": "d1d71a223c87a5d64f61d8f209888fead983cd282ed04f5a1fb66854df863307"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.06275",
    "kind": "arxiv",
    "version": 4
  }
}