Pith Number

pith:KD2PXSWU

pith:2025:KD2PXSWUDUG5DE4O7DRNGWGL7X

not attested not anchored not stored refs pending

Pairwise or Pointwise? Evaluating Feedback Protocols for Bias in LLM-Based Evaluation

Greg Durrett, Manya Wadhwa, Scott Niekum, Tuhina Tripathi

arxiv:2504.14716 v2 · 2025-04-20 · 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{KD2PXSWUDUG5DE4O7DRNGWGL7X}

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

4 papers in Pith

Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems

Trust Region On-Policy Distillation

JudgmentBench: Comparing Rubric and Preference Evaluation for Quality Assessment

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:56:56.145448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50f4fbcad41d0dd1938ef8e2d358cbfdcc50b2390117e5d7076b775209736a01

Aliases

arxiv: 2504.14716 · arxiv_version: 2504.14716v2 · doi: 10.48550/arxiv.2504.14716 · pith_short_12: KD2PXSWUDUG5 · pith_short_16: KD2PXSWUDUG5DE4O · pith_short_8: KD2PXSWU

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/KD2PXSWUDUG5DE4O7DRNGWGL7X \
  | 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: 50f4fbcad41d0dd1938ef8e2d358cbfdcc50b2390117e5d7076b775209736a01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "615d5bae15c0a1748c6b84580490e718592312031f8a646901c376c8f4e61999",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-20T19:05:59Z",
    "title_canon_sha256": "ae8567433809ca8a71bb0849a729231156550d20d434185b46caca454f3ba566"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14716",
    "kind": "arxiv",
    "version": 2
  }
}