Pith. sign in
Pith Number

pith:FFQQY5UW

pith:2022:FFQQY5UW6BY4B32CWLWOEYL3Q6
not attested not anchored not stored refs pending

Where to start? Analyzing the potential value of intermediate models

Elad Venezian, Leshem Choshen, Noam Slonim, Shachar Don-Yehia, Yoav Katz

arxiv:2211.00107 v3 · 2022-10-31 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FFQQY5UW6BY4B32CWLWOEYL3Q6}

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.
Receipt and verification
First computed 2026-07-05T05:15:00.717422Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

29610c7696f071c0ef42b2ece2617b8783dbb0ff95f92023402da42664178409

Aliases

arxiv: 2211.00107 · arxiv_version: 2211.00107v3 · doi: 10.48550/arxiv.2211.00107 · pith_short_12: FFQQY5UW6BY4 · pith_short_16: FFQQY5UW6BY4B32C · pith_short_8: FFQQY5UW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FFQQY5UW6BY4B32CWLWOEYL3Q6 \
  | 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: 29610c7696f071c0ef42b2ece2617b8783dbb0ff95f92023402da42664178409
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9cf6d609a6fa39d5291a14c5d66987795b7d18bd0335214d86341fab297146aa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-31T19:24:02Z",
    "title_canon_sha256": "712ba63fc80f9836f6d162d4d8de1fadc1fc2a59cd4b4bf669ec065e72e93121"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00107",
    "kind": "arxiv",
    "version": 3
  }
}