Pith Number

pith:AZU3KX4S

pith:2024:AZU3KX4SO3OZ2WD446PKRHLRAX

not attested not anchored not stored refs pending

InfAlign: Inference-aware language model alignment

Adrian Hutter, Ahmad Beirami, Ananda Theertha Suresh, Ananth Balashankar, Aradhana Sinha, Chirag Nagpal, Flavien Prost, Jacob Eisenstein, Jonathan Berant, Jong Lee, Michael Collins, Ziteng Sun

arxiv:2412.19792 v5 · 2024-12-27 · cs.LG · cs.CL · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZU3KX4SO3OZ2WD446PKRHLRAX}

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

3 papers in Pith

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics

What should post-training optimize? A test-time scaling law perspective

When Errors Can Be Beneficial: A Categorization of Imperfect Rewards for Policy Gradient

Receipt and verification

First computed	2026-07-05T11:56:51.905915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0669b55f9276dd9d587ce79ea89d7105f36e4e14112fcb7430e917af54b05a2e

Aliases

arxiv: 2412.19792 · arxiv_version: 2412.19792v5 · doi: 10.48550/arxiv.2412.19792 · pith_short_12: AZU3KX4SO3OZ · pith_short_16: AZU3KX4SO3OZ2WD4 · pith_short_8: AZU3KX4S

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/AZU3KX4SO3OZ2WD446PKRHLRAX \
  | 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: 0669b55f9276dd9d587ce79ea89d7105f36e4e14112fcb7430e917af54b05a2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a96742b3582f6292a674bea75d452dc26cc5bacab1f44987ccfeff33ff667c2a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T18:45:36Z",
    "title_canon_sha256": "2fd9580ea20751a67d21081a77fbf10aefa3c1a9502b327e02ac8ddc350add0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19792",
    "kind": "arxiv",
    "version": 5
  }
}