Pith Number

pith:K4V4TQUP

pith:2025:K4V4TQUPK7V5HTZIPEP5LDF4FI

not attested not anchored not stored refs pending

Refining Input Guardrails: Enhancing LLM-as-a-Judge Efficiency Through Chain-of-Thought Fine-Tuning and Alignment

Andy Luo, Huy Nghiem, Melissa Kazemi Rad, Mohammad Sorower, Sahil Wadhwa, Stephen Rawls

arxiv:2501.13080 v1 · 2025-01-22 · cs.CL · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K4V4TQUPK7V5HTZIPEP5LDF4FI}

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

2 papers in Pith

From Refusal to Recovery: A Control-Theoretic Approach to Generative AI Guardrails

SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models

Receipt and verification

First computed	2026-07-05T10:04:07.222094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

572bc9c28f57ebd3cf28791fd58cbc2a2db2eb2cfa68b4d6ee5ff316325e05a5

Aliases

arxiv: 2501.13080 · arxiv_version: 2501.13080v1 · doi: 10.48550/arxiv.2501.13080 · pith_short_12: K4V4TQUPK7V5 · pith_short_16: K4V4TQUPK7V5HTZI · pith_short_8: K4V4TQUP

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/K4V4TQUPK7V5HTZIPEP5LDF4FI \
  | 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: 572bc9c28f57ebd3cf28791fd58cbc2a2db2eb2cfa68b4d6ee5ff316325e05a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f29cd52084f8b2d741116f0655bb75c424ce3d6949e42e89608216dc5ebaa41c",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-22T18:40:57Z",
    "title_canon_sha256": "d63cbe8f72a55f5f76734b14b9133cdeafc7e2566e131c3359389fff681ab014"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13080",
    "kind": "arxiv",
    "version": 1
  }
}