Pith Number

pith:LQQ6BURT

pith:2025:LQQ6BURTFRWUP5OE7WSPPRQYAR

not attested not anchored not stored refs pending

Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization

Haozhao Wang, Jun Wang, Ruixuan Li, Wei Liu, Zhigang Zeng, Zhiying Deng, Zhongyu Niu

arxiv:2503.06202 v1 · 2025-03-08 · cs.AI · 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{LQQ6BURTFRWUP5OE7WSPPRQYAR}

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	2026-07-05T10:26:56.550231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c21e0d2332c6d47f5c4fda4f7c61804635cf66ef1a23f778c700871e3a65a56

Aliases

arxiv: 2503.06202 · arxiv_version: 2503.06202v1 · doi: 10.48550/arxiv.2503.06202 · pith_short_12: LQQ6BURTFRWU · pith_short_16: LQQ6BURTFRWUP5OE · pith_short_8: LQQ6BURT

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/LQQ6BURTFRWUP5OE7WSPPRQYAR \
  | 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: 5c21e0d2332c6d47f5c4fda4f7c61804635cf66ef1a23f778c700871e3a65a56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "722d22f7fe1eb594a276749b941d369462d1c4584cdfaec52c34472e747772fb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-08T13:08:46Z",
    "title_canon_sha256": "5fbab2d3b17bc64c6650bd4f000c3f8064c9c46ac45938b698834d74898542a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06202",
    "kind": "arxiv",
    "version": 1
  }
}