pith. sign in
Pith Number

pith:FTWCIISV

pith:2026:FTWCIISVQFO4V67U5IVD6HXBBT
not attested not anchored not stored refs pending

Beyond Accuracy: Decomposing the Reasoning Efficiency of LLMs

Ali Ramezani-Kebrya, Arnoldo Frigessi, Benjamin Ricaud, Daniel Kaiser

arxiv:2602.09805 v2 · 2026-02-10 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FTWCIISVQFO4V67U5IVD6HXBBT}

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.
Receipt and verification
First computed 2026-05-20T00:05:41.928426Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2cec242255815dcafbf4ea2a3f1ee10ccd2096d4ba5dc8421ded7545db78bde9

Aliases

arxiv: 2602.09805 · arxiv_version: 2602.09805v2 · doi: 10.48550/arxiv.2602.09805 · pith_short_12: FTWCIISVQFO4 · pith_short_16: FTWCIISVQFO4V67U · pith_short_8: FTWCIISV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FTWCIISVQFO4V67U5IVD6HXBBT \
  | 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: 2cec242255815dcafbf4ea2a3f1ee10ccd2096d4ba5dc8421ded7545db78bde9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "02d2eb5c50362a01fbde10ae09994f29570c6d0f9c0eec65dfdb21ad01a61e6d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-10T14:09:18Z",
    "title_canon_sha256": "cc0daca22f1f586ae53326ef8a843d884695b4fb59d472a843fd10f4ad82e61e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.09805",
    "kind": "arxiv",
    "version": 2
  }
}