Pith Number

pith:NSOQQE42

pith:2025:NSOQQE427R7XHA44AF7NLZACPV

not attested not anchored not stored refs pending

Debate, Reflect, and Distill: Multi-Agent Feedback with Tree-Structured Preference Optimization for Efficient Language Model Enhancement

Heyan Huang, Lizi Liao, Xiaofeng Zhou

arxiv:2506.03541 v1 · 2025-06-04 · cs.CL · 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{NSOQQE427R7XHA44AF7NLZACPV}

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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

MAD-OPD: Breaking the Ceiling in On-Policy Distillation via Multi-Agent Debate

Receipt and verification

First computed	2026-07-05T11:15:29.385845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c9d08139afc7f73839c017ed5e4027d6619796ea2b736316eb4da6bf63d1774

Aliases

arxiv: 2506.03541 · arxiv_version: 2506.03541v1 · doi: 10.48550/arxiv.2506.03541 · pith_short_12: NSOQQE427R7X · pith_short_16: NSOQQE427R7XHA44 · pith_short_8: NSOQQE42

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/NSOQQE427R7XHA44AF7NLZACPV \
  | 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: 6c9d08139afc7f73839c017ed5e4027d6619796ea2b736316eb4da6bf63d1774

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4aa7940c5a9d33c0e59209d537ddcaf52aa0d122380c43612046425aa4f9f44a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T03:52:20Z",
    "title_canon_sha256": "e501ce8b74559ae2de081c9358563de6c18aee7515e54bff90c926c97f2423bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03541",
    "kind": "arxiv",
    "version": 1
  }
}