Pith Number

pith:IREKU4KR

pith:2025:IREKU4KR3SR7DTYXTYXPMF32T2

not attested not anchored not stored refs pending

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training

Dong Yu, Haitao Mi, Jiahao Xu, Mengru Wang, Ningyu Zhang, Qiuzhi Liu, Ruotian Ma, Tian Liang, Wenxuan Wang, Xiaolong Li, Xingyu Chen, Yue Wang, Yunzhi Yao, Zhaopeng Tu, Zhiwei He

arxiv:2505.14681 v2 · 2025-05-20 · cs.AI · cs.CL · cs.CV · cs.IR · 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{IREKU4KR3SR7DTYXTYXPMF32T2}

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

1 paper in Pith

Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T11:10:08.947998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4448aa7151dca3f1cf179e2ef6177a9ebcfbb8ed225f5354c5c60441b5a168c1

Aliases

arxiv: 2505.14681 · arxiv_version: 2505.14681v2 · doi: 10.48550/arxiv.2505.14681 · pith_short_12: IREKU4KR3SR7 · pith_short_16: IREKU4KR3SR7DTYX · pith_short_8: IREKU4KR

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/IREKU4KR3SR7DTYXTYXPMF32T2 \
  | 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: 4448aa7151dca3f1cf179e2ef6177a9ebcfbb8ed225f5354c5c60441b5a168c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5f8479f510c6b8c0638907658823e949f0de5281beebf046273e9c5298f4c3b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-20T17:59:16Z",
    "title_canon_sha256": "163d1b01fef83bb9ffe05aeb55ea9e592665478b9e9ea106d8e8acfc696366e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14681",
    "kind": "arxiv",
    "version": 2
  }
}