Pith Number

pith:BDFEV4GA

pith:2025:BDFEV4GAEKWCNH6UABYGBUFZVI

not attested not anchored not stored refs pending

Learning to Stop Overthinking at Test Time

Hieu Tran Bao, Hoang Thanh-Tung, Nguyen Cong Dat, Nguyen Duc Anh

arxiv:2502.10954 v2 · 2025-02-16 · cs.CV · 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{BDFEV4GAEKWCNH6UABYGBUFZVI}

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

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T10:15:49.648110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08ca4af0c022ac269fd4007060d0b9aa2af5bc86d42c3db8cb606ee6628e3f3b

Aliases

arxiv: 2502.10954 · arxiv_version: 2502.10954v2 · doi: 10.48550/arxiv.2502.10954 · pith_short_12: BDFEV4GAEKWC · pith_short_16: BDFEV4GAEKWCNH6U · pith_short_8: BDFEV4GA

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/BDFEV4GAEKWCNH6UABYGBUFZVI \
  | 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: 08ca4af0c022ac269fd4007060d0b9aa2af5bc86d42c3db8cb606ee6628e3f3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79ae09abfc06238739d5447ef44ed64f67a66c5728521c70d12252cdb69026e1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-16T02:17:05Z",
    "title_canon_sha256": "560c2dfba878a73b3b62d47e00ab2a5fc503c3aa217c730a696bdf8e052ee3cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10954",
    "kind": "arxiv",
    "version": 2
  }
}