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Pith Number

pith:2EJWNKVK

pith:2023:2EJWNKVKDN4CHHLHLYNTUA7GVH
not attested not anchored not stored refs pending

Understanding Finetuning for Factual Knowledge Extraction from Language Models

Deepak Ramachandran, Mehran Kazemi, Sid Mittal

arxiv:2301.11293 v1 · 2023-01-26 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{2EJWNKVKDN4CHHLHLYNTUA7GVH}

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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

Receipt and verification
First computed 2026-07-05T05:36:12.462427Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d11366aaaa1b78239d675e1b3a03e6a9c793d10c2abcf456d42c4fd3eb7d6f22

Aliases

arxiv: 2301.11293 · arxiv_version: 2301.11293v1 · doi: 10.48550/arxiv.2301.11293 · pith_short_12: 2EJWNKVKDN4C · pith_short_16: 2EJWNKVKDN4CHHLH · pith_short_8: 2EJWNKVK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2EJWNKVKDN4CHHLHLYNTUA7GVH \
  | 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: d11366aaaa1b78239d675e1b3a03e6a9c793d10c2abcf456d42c4fd3eb7d6f22
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50c94ed2c255bcfc6e88c55be4c2db8a954102b548bbd372c1527d119c1f4ae3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-01-26T18:29:50Z",
    "title_canon_sha256": "c491cf29388fe3adbcdea8132ce21129d028e2883b04ee919169c358748f0c1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11293",
    "kind": "arxiv",
    "version": 1
  }
}