pith. sign in
Pith Number

pith:JBRWY2AD

pith:2025:JBRWY2ADSH47FPZ347OX6EMLHX
not attested not anchored not stored refs pending

Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning

Bin Shan, Can Huang, Guozhi Tang, Haiyang Yu, Han Wang, Hao Feng, Jinghui Lu, Jingqun Tang, Shiwei Ran, Siliang Xu, Siqi Wang, Teng Fu

arxiv:2505.15154 v1 · 2025-05-21 · cs.CL · cs.AI · cs.MM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{JBRWY2ADSH47FPZ347OX6EMLHX}

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

8 papers in Pith

ProWAFT: A ROMA-LPD Instance for Workload-Aware and Dynamic Fault Tolerance in FPGA-Based CNN Accelerators
DAIN: Dynamic Agent-Based Interaction Network for Efficient and Collaborative Multimodal Reasoning
Do You Need Text Rectification? Soft Attention Mask Embedding for Rectification-Free Scene Text Spotting
Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration
Local Spatiotemporal Convolutional Network for Robust Gait Recognition
Receipt and verification
First computed 2026-07-05T11:06:41.376164Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

48636c680391f9f2bf3be7dd7f118b3dc0370f7bb1af2f8ad0c9d4f38a291854

Aliases

arxiv: 2505.15154 · arxiv_version: 2505.15154v1 · doi: 10.48550/arxiv.2505.15154 · pith_short_12: JBRWY2ADSH47 · pith_short_16: JBRWY2ADSH47FPZ3 · pith_short_8: JBRWY2AD
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/JBRWY2ADSH47FPZ347OX6EMLHX \
  | 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: 48636c680391f9f2bf3be7dd7f118b3dc0370f7bb1af2f8ad0c9d4f38a291854
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "73ba634eb15db4967e33b705da21ee3295711adce1da0e57b17c413add3516dc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MM"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-21T06:20:17Z",
    "title_canon_sha256": "49b552ef244aceb39e95acfc79cafaead51028d1f723eb9105d5b58c5d90a81e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15154",
    "kind": "arxiv",
    "version": 1
  }
}