Pith Number

pith:BQIEWTFY

pith:2025:BQIEWTFYW7KH6PQEILV2VK7O4W

not attested not anchored not stored refs pending

Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking

HaiFeng Wang, Hua Wu, Jiawei Sheng, Junyuan Shang, Shuohuan Wang, Tingwen Liu, Yanxi Xie, Yilong Chen, Yu Sun, Zhenyu Zhang

arxiv:2502.13842 v2 · 2025-02-19 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BQIEWTFYW7KH6PQEILV2VK7O4W}

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

9 papers in Pith

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning

Skip a Layer or Loop It? Learning Program-of-Layers in LLMs

A Survey of Scaling in Large Language Model Reasoning

From Words to Amino Acids: Does the Curse of Depth Persist?

Scaling Latent Reasoning via Looped Language Models

Receipt and verification

First computed	2026-07-05T10:18:51.071778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c104b4cb8b7d47f3e0442ebaaabeee5b15b61b5e76a0abcbde439f27dfa910b

Aliases

arxiv: 2502.13842 · arxiv_version: 2502.13842v2 · doi: 10.48550/arxiv.2502.13842 · pith_short_12: BQIEWTFYW7KH · pith_short_16: BQIEWTFYW7KH6PQE · pith_short_8: BQIEWTFY

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/BQIEWTFYW7KH6PQEILV2VK7O4W \
  | 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: 0c104b4cb8b7d47f3e0442ebaaabeee5b15b61b5e76a0abcbde439f27dfa910b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28c5ee69330d4af18c54dfa5514d356841583a2e4ee8648541127a294d2d5780",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-19T16:02:23Z",
    "title_canon_sha256": "8a9349466b3e15145c22f62bcd8247f249d0ec963705075627938c323b6913fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13842",
    "kind": "arxiv",
    "version": 2
  }
}