Pith Number

pith:IZQGIGIV

pith:2023:IZQGIGIVLYML5RMO4RRBLJT6U5

not attested not anchored not stored refs pending

A Baseline Analysis of Reward Models' Ability To Accurately Analyze Foundation Models Under Distribution Shift

Anthony Chen, Benjamin Pikus, Sean Hendryx, Will LeVine

arxiv:2311.14743 v7 · 2023-11-21 · cs.CL · 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{IZQGIGIVLYML5RMO4RRBLJT6U5}

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

AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning

Receipt and verification

First computed	2026-07-05T07:36:56.449386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46606419155e18bec58ee46215a67ea75503c1c1810d26751a1e176813b6908a

Aliases

arxiv: 2311.14743 · arxiv_version: 2311.14743v7 · doi: 10.48550/arxiv.2311.14743 · pith_short_12: IZQGIGIVLYML · pith_short_16: IZQGIGIVLYML5RMO · pith_short_8: IZQGIGIV

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/IZQGIGIVLYML5RMO4RRBLJT6U5 \
  | 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: 46606419155e18bec58ee46215a67ea75503c1c1810d26751a1e176813b6908a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fc52ff3de55ebebb848fa1e663a8942a820a2e1719c9885a070501e8495a3cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-21T18:41:26Z",
    "title_canon_sha256": "57f77f16e7606d73359dd7bc0c8ac6eac1b8df0d6320e99f2d306c700e3aaf5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14743",
    "kind": "arxiv",
    "version": 7
  }
}