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Pith Number

pith:VZRWU3YU

pith:2024:VZRWU3YUDJPYB3T5VGM72KQWRW
not attested not anchored not stored refs pending

Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning

Boyuan Pan, Chuyi Tan, Kan Li, Peiwen Yuan, Shaoxiong Feng, Xinglin Wang, Yao Hu, Yiwei Li, Yueqi Zhang

arxiv:2408.13457 v3 · 2024-08-24 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{VZRWU3YUDJPYB3T5VGM72KQWRW}

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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

Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model
Receipt and verification
First computed 2026-07-05T10:13:02.973598Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ae636a6f141a5f80ee7da999fd2a168d996ef89c4fae12a8f31e30b8420b3ac1

Aliases

arxiv: 2408.13457 · arxiv_version: 2408.13457v3 · doi: 10.48550/arxiv.2408.13457 · pith_short_12: VZRWU3YUDJPY · pith_short_16: VZRWU3YUDJPYB3T5 · pith_short_8: VZRWU3YU
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/VZRWU3YUDJPYB3T5VGM72KQWRW \
  | 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: ae636a6f141a5f80ee7da999fd2a168d996ef89c4fae12a8f31e30b8420b3ac1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "1a754df01557023cb536fb8b0b570632937d9f572c18ce8ce12a67a500a6cbea",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-24T04:03:35Z",
    "title_canon_sha256": "a443160bbdda3254cb397c450a1436ca25266229511612ddb974295c4b99fe75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13457",
    "kind": "arxiv",
    "version": 3
  }
}