Pith. sign in
Pith Number

pith:2CWSQ43T

pith:2025:2CWSQ43T4HB5VJ3JVPU5NJ5YKU
not attested not anchored not stored refs pending

Can Past Experience Accelerate LLM Reasoning?

Bo Pan, Liang Zhao

arxiv:2505.20643 v1 · 2025-05-27 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2CWSQ43T4HB5VJ3JVPU5NJ5YKU}

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 2026-07-05T11:10:15.981798Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d0ad287373e1c3daa769abe9d6a7b85507145864d1779891cbfec56c7ae7653d

Aliases

arxiv: 2505.20643 · arxiv_version: 2505.20643v1 · doi: 10.48550/arxiv.2505.20643 · pith_short_12: 2CWSQ43T4HB5 · pith_short_16: 2CWSQ43T4HB5VJ3J · pith_short_8: 2CWSQ43T
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2CWSQ43T4HB5VJ3JVPU5NJ5YKU \
  | 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: d0ad287373e1c3daa769abe9d6a7b85507145864d1779891cbfec56c7ae7653d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4d44813f56ccf77f8c0872eb7f2ac8c37483ec478e3488f5991edf1cbb3f485f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T02:44:00Z",
    "title_canon_sha256": "ba8b8237e499af82175ec5e0f515b6a274eb540e242ef0eb0d1c71ec70b3b1cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20643",
    "kind": "arxiv",
    "version": 1
  }
}