Pith. sign in
Pith Number

pith:2UZTHDRV

pith:2024:2UZTHDRVVXFVYLNMQVJ66RSUQN
not attested not anchored not stored refs pending

Process-Supervised Reward Models for Verifying Clinical Note Generation: A Scalable Approach Guided by Domain Expertise

Bolun Liu, Brian Bartlett, Chufan Gao, Gokhan Anil, Guleid Hussein, Hanyin Wang, Hariprasad Korsapati, Jimeng Sun, Kingsley Iheasirim, Mohamad El Labban, Mohamed Hassan, Qiping Xu

arxiv:2412.12583 v3 · 2024-12-17 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2UZTHDRVVXFVYLNMQVJ66RSUQN}

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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.
Receipt and verification
First computed 2026-07-05T12:06:04.028580Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d533338e35adcb5c2dac8553ef4654836024d794d1805c4ee1d58ba430705aa1

Aliases

arxiv: 2412.12583 · arxiv_version: 2412.12583v3 · doi: 10.48550/arxiv.2412.12583 · pith_short_12: 2UZTHDRVVXFV · pith_short_16: 2UZTHDRVVXFVYLNM · pith_short_8: 2UZTHDRV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2UZTHDRVVXFVYLNMQVJ66RSUQN \
  | 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: d533338e35adcb5c2dac8553ef4654836024d794d1805c4ee1d58ba430705aa1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "80ff6f8a0921b71db6bd0e8adf4f0a08a5d165c388e2fc26507fd0d9beebe1e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T06:24:34Z",
    "title_canon_sha256": "529347aaaec174442e9981f00b231983fc07003dff816c3bfff9382ff608de68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12583",
    "kind": "arxiv",
    "version": 3
  }
}