Pith Number

pith:4LOUX63F

pith:2025:4LOUX63FFR2HW5BKYB3B4VC4O4

not attested not anchored not stored refs pending

Efficient Online RFT with Plug-and-Play LLM Judges: Unlocking State-of-the-Art Performance

Ananya Pandey, Rudransh Agnihotri

arxiv:2506.05748 v1 · 2025-06-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4LOUX63FFR2HW5BKYB3B4VC4O4}

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.

Receipt and verification

First computed	2026-07-05T11:17:09.030228Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2dd4bfb652c747b742ac0761e545c773f7fd85eab76edbbe39f3ea6f8ca1532

Aliases

arxiv: 2506.05748 · arxiv_version: 2506.05748v1 · doi: 10.48550/arxiv.2506.05748 · pith_short_12: 4LOUX63FFR2H · pith_short_16: 4LOUX63FFR2HW5BK · pith_short_8: 4LOUX63F

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/4LOUX63FFR2HW5BKYB3B4VC4O4 \
  | 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: e2dd4bfb652c747b742ac0761e545c773f7fd85eab76edbbe39f3ea6f8ca1532

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0941671937150f8892ea3df075659267190e6be84ff8baeb05a203d08279029",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T05:18:54Z",
    "title_canon_sha256": "cabb7c70e80ad642f109cdbb06eff01d3438353bc7cc5c6ed386d1c6b957778e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05748",
    "kind": "arxiv",
    "version": 1
  }
}