Pith Number

pith:DEEWPRLH

pith:2025:DEEWPRLHGAWIDESX7W45J5CPI7

not attested not anchored not stored refs pending

Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies Ahead

Besmira Nushi, Jingya Chen, John Langford, Lingjiao Chen, Neel Joshi, Safoora Yousefi, Shivam Garg, Vibhav Vineet, Vidhisha Balachandran, Yash Lara, Yue Wu

arxiv:2504.00294 v1 · 2025-03-31 · cs.LG · 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{DEEWPRLHGAWIDESX7W45J5CPI7}

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

8 papers in Pith

Fork-Think with Confidence

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling

Phi-4-reasoning Technical Report

Physical Foundation Models: Fixed hardware implementations of large-scale neural networks

Receipt and verification

First computed	2026-07-05T10:42:23.907417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

190967c567302c819257fdb9d4f44f47ce745c241b55d36eee3fbb4336cb09ef

Aliases

arxiv: 2504.00294 · arxiv_version: 2504.00294v1 · doi: 10.48550/arxiv.2504.00294 · pith_short_12: DEEWPRLHGAWI · pith_short_16: DEEWPRLHGAWIDESX · pith_short_8: DEEWPRLH

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/DEEWPRLHGAWIDESX7W45J5CPI7 \
  | 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: 190967c567302c819257fdb9d4f44f47ce745c241b55d36eee3fbb4336cb09ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6d7da67bf2b4acd049bce8c0456dd376b45d3f5a7aa02c22d63fa55c4301a78",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-31T23:40:28Z",
    "title_canon_sha256": "6db01c422ef8733db4f31eba0bffb27f3b92c28ad6fa7e9e485cf94e3f773458"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00294",
    "kind": "arxiv",
    "version": 1
  }
}