Pith Number

pith:BP3MGPMJ

pith:2024:BP3MGPMJNMWN5NBUI7NAERVPID

not attested not anchored not stored refs pending

Finetuning LLMs for Comparative Assessment Tasks

Adian Liusie, Mark Gales, Vatsal Raina

arxiv:2409.15979 v1 · 2024-09-24 · 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{BP3MGPMJNMWN5NBUI7NAERVPID}

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

Generalised Probabilistic Modelling and Improved Uncertainty Estimation in Comparative LLM-as-a-judge

Receipt and verification

First computed	2026-07-05T09:11:03.162171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bf6c33d896b2cdeb43447da0246af40d1c7cb4659300a09310354ed660352fc

Aliases

arxiv: 2409.15979 · arxiv_version: 2409.15979v1 · doi: 10.48550/arxiv.2409.15979 · pith_short_12: BP3MGPMJNMWN · pith_short_16: BP3MGPMJNMWN5NBU · pith_short_8: BP3MGPMJ

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/BP3MGPMJNMWN5NBUI7NAERVPID \
  | 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: 0bf6c33d896b2cdeb43447da0246af40d1c7cb4659300a09310354ed660352fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bf3feecaa67b23fb154f0fc0621d1772bf9945b7224f9bfff9ab8723435533d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-24T11:21:43Z",
    "title_canon_sha256": "73050103b31251a756350df932c4e6694979f490b642441699d930dba8f9456c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15979",
    "kind": "arxiv",
    "version": 1
  }
}