Pith Number

pith:LV73UOTD

pith:2024:LV73UOTDCYGEQUTW46VHJ2MFXT

not attested not anchored not stored refs pending

Show Me How It's Done: The Role of Explanations in Fine-Tuning Language Models

Gunther Heidemann, Kai-Uwe Kuehnberger, Mohamad Ballout, Ulf Krumnack

arxiv:2402.07543 v1 · 2024-02-12 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LV73UOTDCYGEQUTW46VHJ2MFXT}

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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.

Receipt and verification

First computed	2026-07-05T07:44:08.555961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d7fba3a63160c485276e7aa74e985bcc7b00904d4b52639ad5a66e4730d4a0d

Aliases

arxiv: 2402.07543 · arxiv_version: 2402.07543v1 · doi: 10.48550/arxiv.2402.07543 · pith_short_12: LV73UOTDCYGE · pith_short_16: LV73UOTDCYGEQUTW · pith_short_8: LV73UOTD

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/LV73UOTDCYGEQUTW46VHJ2MFXT \
  | 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: 5d7fba3a63160c485276e7aa74e985bcc7b00904d4b52639ad5a66e4730d4a0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7a58837ce1cf93a116f2a2e543ed10d1346c5c57f1a77ed79af144e3b366a4e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-12T10:11:50Z",
    "title_canon_sha256": "307f8d4a5b3c1fc7731526192b2d0a9399b44019c098b7f5054f93e13fb05666"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07543",
    "kind": "arxiv",
    "version": 1
  }
}