Pith Number

pith:6L3NORMA

pith:2024:6L3NORMA63UHP2TBHZ7MGPZ2CD

not attested not anchored not stored refs pending

The representation landscape of few-shot learning and fine-tuning in large language models

Alberto Cazzaniga, Alessandro Serra, Alessio Ansuini, Diego Doimo

arxiv:2409.03662 v2 · 2024-09-05 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6L3NORMA63UHP2TBHZ7MGPZ2CD}

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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

A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension

Receipt and verification

First computed	2026-07-05T09:04:12.191937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2f6d74580f6e877ea613e7ec33f3a10e626551133b84b32c21dccea0f59287c

Aliases

arxiv: 2409.03662 · arxiv_version: 2409.03662v2 · doi: 10.48550/arxiv.2409.03662 · pith_short_12: 6L3NORMA63UH · pith_short_16: 6L3NORMA63UHP2TB · pith_short_8: 6L3NORMA

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/6L3NORMA63UHP2TBHZ7MGPZ2CD \
  | 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: f2f6d74580f6e877ea613e7ec33f3a10e626551133b84b32c21dccea0f59287c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ee894dc87e410b845ea2dd3e9ef5975a1813483d995437c1562a000098456d0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-05T16:15:12Z",
    "title_canon_sha256": "0c7f506bd45780186e163375d00366b037398fa8d397a95cd00854ac6a4aeb07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03662",
    "kind": "arxiv",
    "version": 2
  }
}