Pith Number

pith:K5GYBH5Q

pith:2023:K5GYBH5QVJ562GCB2GEU7MAUT6

not attested not anchored not stored refs pending

Reflection-Tuning: Data Recycling Improves LLM Instruction-Tuning

Heng Huang, Jiuhai Chen, Jiuxiang Gu, Lichang Chen, Ming Li, Shwai He, Tianyi Zhou

arxiv:2310.11716 v1 · 2023-10-18 · 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{K5GYBH5QVJ562GCB2GEU7MAUT6}

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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

Whispers in the Machine: Confidentiality in Agentic Systems

Receipt and verification

First computed	2026-07-05T07:02:11.309451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

574d809fb0aa7bed1841d1894fb0149fa1dcd6f68dd03c30a51b1aea5503ed10

Aliases

arxiv: 2310.11716 · arxiv_version: 2310.11716v1 · doi: 10.48550/arxiv.2310.11716 · pith_short_12: K5GYBH5QVJ56 · pith_short_16: K5GYBH5QVJ562GCB · pith_short_8: K5GYBH5Q

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/K5GYBH5QVJ562GCB2GEU7MAUT6 \
  | 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: 574d809fb0aa7bed1841d1894fb0149fa1dcd6f68dd03c30a51b1aea5503ed10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "511b9d97c77f78f983694b8604fbcd69ea687ef0bf15e47a597ad8fe0d8a2401",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-18T05:13:47Z",
    "title_canon_sha256": "a3f3a7b8678d1fa65e1ac62664dbcfc476ca9b688badaa71be19b47f2bbd78f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11716",
    "kind": "arxiv",
    "version": 1
  }
}