Pith. sign in
Pith Number

pith:EI23DEVY

pith:2025:EI23DEVYSISYSOQQPS5QG56PLG
not attested not anchored not stored refs pending

Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning

Junyi Li, Wayne Xin Zhao, Xiaoxue Cheng, Xinyu Kong, Xinyu Tang, Zhenduo Zhang, Zhiqiang Zhang

arxiv:2505.16315 v2 · 2025-05-22 · cs.AI · 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{EI23DEVYSISYSOQQPS5QG56PLG}

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

3 papers in Pith

ThinkSwitch: Context Distillation with LoRA and Weight Interpolation for Specific-Purpose Reasoning Tasks
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Receipt and verification
First computed 2026-07-05T11:08:22.169180Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2235b192b89225893a107cbb0377cf59bae095d1d4e0dd4bba949144a48a87ad

Aliases

arxiv: 2505.16315 · arxiv_version: 2505.16315v2 · doi: 10.48550/arxiv.2505.16315 · pith_short_12: EI23DEVYSISY · pith_short_16: EI23DEVYSISYSOQQ · pith_short_8: EI23DEVY
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/EI23DEVYSISYSOQQPS5QG56PLG \
  | 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: 2235b192b89225893a107cbb0377cf59bae095d1d4e0dd4bba949144a48a87ad
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "826f981a37a1e12eb804b4a6c0bb18f98bd2cb5ec0ef3d6a06e0df1d2ed068ee",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T07:15:08Z",
    "title_canon_sha256": "7ece94f2976bee906fc05d2a7edd9bfc8d4188957880df8060ca950c97cd78e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16315",
    "kind": "arxiv",
    "version": 2
  }
}