Pith Number

pith:S5772GEJ

pith:2025:S5772GEJ5J7LXBCQUY2LBONMJE

not attested not anchored not stored refs pending

Question Answering on Patient Medical Records with Private Fine-Tuned LLMs

Ayush Gupta, Sara Kothari

arxiv:2501.13687 v1 · 2025-01-23 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S5772GEJ5J7LXBCQUY2LBONMJE}

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

Scaling Laws for Hypernetwork-Based Knowledge Injection in Large Language Models

Receipt and verification

First computed	2026-07-05T10:04:32.553912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

977ffd1889ea7ebb8450a634b0b9ac4910a32605cb4ab4055410b54812119048

Aliases

arxiv: 2501.13687 · arxiv_version: 2501.13687v1 · doi: 10.48550/arxiv.2501.13687 · pith_short_12: S5772GEJ5J7L · pith_short_16: S5772GEJ5J7LXBCQ · pith_short_8: S5772GEJ

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/S5772GEJ5J7LXBCQUY2LBONMJE \
  | 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: 977ffd1889ea7ebb8450a634b0b9ac4910a32605cb4ab4055410b54812119048

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a4b569edbcb6055b315dfe1db25f51a2aacf79e0e0f9bce10ae8cf60b4f3f60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-23T14:13:56Z",
    "title_canon_sha256": "3926290e9528944881fa6b5d2bf7aff4bba3ea220c2076bf61de4d21ac9088e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13687",
    "kind": "arxiv",
    "version": 1
  }
}