Pith Number

pith:54WDDYVM

pith:2024:54WDDYVMPQ5ZRLK5SFKWS5XGVB

not attested not anchored not stored refs pending

Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations

Jean-Noel Vittaut, Marie-Jeanne Lesot, Milan Bhan, Nicolas Chesneau

arxiv:2402.12038 v3 · 2024-02-19 · cs.LG · 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{54WDDYVMPQ5ZRLK5SFKWS5XGVB}

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

1 paper in Pith

Self-Critique and Refinement for Faithful Natural Language Explanations

Receipt and verification

First computed	2026-07-05T08:32:37.074778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef2c31e2ac7c3b98ad5d91556976e6a85dfd6d92450bf6fcc2c161fc6456dd7c

Aliases

arxiv: 2402.12038 · arxiv_version: 2402.12038v3 · doi: 10.48550/arxiv.2402.12038 · pith_short_12: 54WDDYVMPQ5Z · pith_short_16: 54WDDYVMPQ5ZRLK5 · pith_short_8: 54WDDYVM

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/54WDDYVMPQ5ZRLK5SFKWS5XGVB \
  | 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: ef2c31e2ac7c3b98ad5d91556976e6a85dfd6d92450bf6fcc2c161fc6456dd7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a573865e6faa6a18a18728a590e42cffb5b5973528b649996bf5b2db1f38fd74",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T10:47:09Z",
    "title_canon_sha256": "138bf76fd02f31d9d0aaa547a4a68b996cee31edb7c797c1f1a8f098c7165583"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12038",
    "kind": "arxiv",
    "version": 3
  }
}