Pith Number

pith:BOFNM75Y

pith:2025:BOFNM75YPDHYJTA5SDQZKWEXTC

not attested not anchored not stored refs pending

TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge

Cheng-Han Chiang, Hung-yi Lee, Michal Lukasik

arxiv:2503.04381 v2 · 2025-03-06 · 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{BOFNM75YPDHYJTA5SDQZKWEXTC}

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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.

Cited by

2 papers in Pith

Biological Reasoning-Informed Regression for Interpretable Regulatory DNA Activity Prediction

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T11:16:56.392646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b8ad67fb878cf84cc1d90e1955897989999399bf31b9fd8107810dd291b94a8

Aliases

arxiv: 2503.04381 · arxiv_version: 2503.04381v2 · doi: 10.48550/arxiv.2503.04381 · pith_short_12: BOFNM75YPDHY · pith_short_16: BOFNM75YPDHYJTA5 · pith_short_8: BOFNM75Y

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/BOFNM75YPDHYJTA5SDQZKWEXTC \
  | 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: 0b8ad67fb878cf84cc1d90e1955897989999399bf31b9fd8107810dd291b94a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d8848b9fef45082c85eb3463a51d56b01467d83deb3cf84ad801a8ec8566409",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-06T12:33:20Z",
    "title_canon_sha256": "d1293ef5b1dd7043c7c3041c004e77c1150ee545b49918b0c5555c6d94928528"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04381",
    "kind": "arxiv",
    "version": 2
  }
}