Pith Number

pith:2S7LKQEN

pith:2025:2S7LKQENVTIUBV4K67HUPNKWEH

not attested not anchored not stored refs pending

Exploiting LLMs for Automatic Hypothesis Assessment via a Logit-Based Calibrated Prior

Raul Castro Fernandez, Yue Gong

arxiv:2506.03444 v1 · 2025-06-03 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2S7LKQENVTIUBV4K67HUPNKWEH}

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	2026-07-05T11:15:27.562170Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4beb5408dacd140d78af7cf47b55621f52284032c4abcd5bc337d5f3ba46bb6

Aliases

arxiv: 2506.03444 · arxiv_version: 2506.03444v1 · doi: 10.48550/arxiv.2506.03444 · pith_short_12: 2S7LKQENVTIU · pith_short_16: 2S7LKQENVTIUBV4K · pith_short_8: 2S7LKQEN

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/2S7LKQENVTIUBV4K67HUPNKWEH \
  | 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: d4beb5408dacd140d78af7cf47b55621f52284032c4abcd5bc337d5f3ba46bb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46a979dbae80467af2f5159252b3c2f788f49dbe511a5ffc7ddb0d370299db61",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T22:54:59Z",
    "title_canon_sha256": "5906259876fa62b6c11c8f95b5767f15596588b6cf25390b9471201194b88e31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03444",
    "kind": "arxiv",
    "version": 1
  }
}