Pith Number

pith:YULQTU7C

pith:2025:YULQTU7C43VBEVS3E6WLQG2UJ2

not attested not anchored not stored refs pending

MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration

David Wan, Elias Stengel-Eskin, Justin Chih-Yao Chen, Mohit Bansal

arxiv:2503.15272 v1 · 2025-03-19 · 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{YULQTU7C43VBEVS3E6WLQG2UJ2}

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	2026-07-05T10:34:50.197765Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c51709d3e2e6ea12565b27acb81b544ebf63752c00254bd7597b234cb2cf3a2b

Aliases

arxiv: 2503.15272 · arxiv_version: 2503.15272v1 · doi: 10.48550/arxiv.2503.15272 · pith_short_12: YULQTU7C43VB · pith_short_16: YULQTU7C43VBEVS3 · pith_short_8: YULQTU7C

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/YULQTU7C43VBEVS3E6WLQG2UJ2 \
  | 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: c51709d3e2e6ea12565b27acb81b544ebf63752c00254bd7597b234cb2cf3a2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ccff8a1580a8388e511a66687bff01e93ecef84bd5e3555497f4876fdb26fc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-19T14:46:53Z",
    "title_canon_sha256": "aa2437891015a391c34fce7c015a96cbe32be5465243db7881c2c5e92dbe4186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15272",
    "kind": "arxiv",
    "version": 1
  }
}