Pith. sign in
Pith Number

pith:IT7Y52YP

pith:2025:IT7Y52YPSKQED4OE4ZXXF6FDUK
not attested not anchored not stored refs pending

AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence

Chaofeng Qu, Chonghan Liu, Chuheng Zhang, Jason Klein Liu, Jiang Bian, Junjie Lu, Li Zhao, Wei Shen, Yuliang Liu, Yunhui Xia, Zefan Cai, Zhaoling Chen, Zhouhan Lin

arxiv:2502.13943 v2 · 2025-02-19 · cs.AI · cs.CL · 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{IT7Y52YPSKQED4OE4ZXXF6FDUK}

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

6 papers in Pith

PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
From System 1 to System 2: A Survey of Reasoning Large Language Models
DGPO: Distribution Guided Policy Optimization for Fine Grained Credit Assignment
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Receipt and verification
First computed 2026-07-05T11:13:20.982143Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

44ff8eeb0f92a041f1c4e66f72f8a3a28e087265f83fdef5a267eef6dca2ada5

Aliases

arxiv: 2502.13943 · arxiv_version: 2502.13943v2 · doi: 10.48550/arxiv.2502.13943 · pith_short_12: IT7Y52YPSKQE · pith_short_16: IT7Y52YPSKQED4OE · pith_short_8: IT7Y52YP
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/IT7Y52YPSKQED4OE4ZXXF6FDUK \
  | 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: 44ff8eeb0f92a041f1c4e66f72f8a3a28e087265f83fdef5a267eef6dca2ada5
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "93b9fed22838aee863d709bc0a1079096e98cd96bacfeddbc8e9c68d84a51c35",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-19T18:35:55Z",
    "title_canon_sha256": "81856c87589a67b13fae308521cc57f7576529a2afdfff37d66e333be0b3e0f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13943",
    "kind": "arxiv",
    "version": 2
  }
}