Pith Number

pith:ZDJW2D3G

pith:2025:ZDJW2D3GA6GCHKVGIM5KS4ECK4

not attested not anchored not stored refs pending

Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques

Adarsh Prasad Behera, James Gross, Jaya Prakash Champati, Roberto Morabito, Sasu Tarkoma

arxiv:2506.06579 v1 · 2025-06-06 · cs.LG · cs.AI · cs.CL · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZDJW2D3GA6GCHKVGIM5KS4ECK4}

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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

4 papers in Pith

From Sampled Outcomes to Capability Distributions: Rethinking Supervision for LLM Routing

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

SOMA: Efficient Multi-turn LLM Serving via Small Language Model

When Less is Enough: Efficient Inference via Collaborative Reasoning

Receipt and verification

First computed	2026-07-05T11:17:52.340462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8d36d0f66078c23aaa6433aa97082573203070d7256ac5bf681ec605ba710e7

Aliases

arxiv: 2506.06579 · arxiv_version: 2506.06579v1 · doi: 10.48550/arxiv.2506.06579 · pith_short_12: ZDJW2D3GA6GC · pith_short_16: ZDJW2D3GA6GCHKVG · pith_short_8: ZDJW2D3G

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/ZDJW2D3GA6GCHKVGIM5KS4ECK4 \
  | 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: c8d36d0f66078c23aaa6433aa97082573203070d7256ac5bf681ec605ba710e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2909853255a8afc4b7ae989304ad739fca55d126282af1f67df51ef01dc86fb6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T23:13:08Z",
    "title_canon_sha256": "b99cba5434b5a9ac3d92ee4e7b994408e8f48222e67a95ac60c26ea7d37353b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06579",
    "kind": "arxiv",
    "version": 1
  }
}