Pith. sign in
Pith Number

pith:6K3RCTXP

pith:2024:6K3RCTXPJKISD4GRNUQ7MKNMHK
not attested not anchored not stored refs pending

Matching domain experts by training from scratch on domain knowledge

Bradley C. Love, Guangzhi Sun, Xiaoliang Luo

arxiv:2405.09395 v2 · 2024-05-15 · q-bio.NC · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6K3RCTXPJKISD4GRNUQ7MKNMHK}

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

Receipt and verification
First computed 2026-07-05T08:39:21.698113Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f2b7114eef4a9121f0d16d21f629ac3a95f572ffed16fda9a1c469cdcf85bdf1

Aliases

arxiv: 2405.09395 · arxiv_version: 2405.09395v2 · doi: 10.48550/arxiv.2405.09395 · pith_short_12: 6K3RCTXPJKIS · pith_short_16: 6K3RCTXPJKISD4GR · pith_short_8: 6K3RCTXP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6K3RCTXPJKISD4GRNUQ7MKNMHK \
  | 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: f2b7114eef4a9121f0d16d21f629ac3a95f572ffed16fda9a1c469cdcf85bdf1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a01566b2b317f301d63968cfea136a54dcf1dc46847e006953d2f6915d78722c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2024-05-15T14:50:51Z",
    "title_canon_sha256": "25100b19ece6374bdb785f3da15d0f0cf492306c2cf512ddc885e95912c9ab02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09395",
    "kind": "arxiv",
    "version": 2
  }
}