Pith. sign in
Pith Number

pith:3WVIZI3Z

pith:2024:3WVIZI3ZDSWN2JHG4EDTGSC7GL
not attested not anchored not stored refs pending

Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems

Boris Hanin, Ion Stoica, James Zou, Jared Quincy Davis, Lingjiao Chen, Matei Zaharia, Peter Bailis

arxiv:2403.02419 v2 · 2024-03-04 · cs.LG · cs.AI · cs.CL · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{3WVIZI3ZDSWN2JHG4EDTGSC7GL}

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

10 papers in Pith

When More Sampling Hurts: The Modal Ceiling and Correlation Ceiling of Test-Time Scaling
Reinforcement Learning from Human Feedback
A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement
RouterBench: A Benchmark for Multi-LLM Routing System
Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
Receipt and verification
First computed 2026-07-05T08:27:25.260204Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ddaa8ca3791cacdd24e6e10733485f32fe373d283183b618e82fe671b41c0c56

Aliases

arxiv: 2403.02419 · arxiv_version: 2403.02419v2 · doi: 10.48550/arxiv.2403.02419 · pith_short_12: 3WVIZI3ZDSWN · pith_short_16: 3WVIZI3ZDSWN2JHG · pith_short_8: 3WVIZI3Z
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/3WVIZI3ZDSWN2JHG4EDTGSC7GL \
  | 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: ddaa8ca3791cacdd24e6e10733485f32fe373d283183b618e82fe671b41c0c56
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "36d58911efc451b91f45947f507a10d65f9e099c664baa4895b1afde2baa66e9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-04T19:12:48Z",
    "title_canon_sha256": "c3d21d021564ce52d87bce4cc39bdb5ddb6a181ca94530e0772cf0a0b690f91c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02419",
    "kind": "arxiv",
    "version": 2
  }
}