Pith Number

pith:B2RBQZSD

pith:2023:B2RBQZSDCFBPUQV5S5XF4NYYIZ

not attested not anchored not stored refs pending

AutoMix: Automatically Mixing Language Models

Aditya Gupta, Aman Madaan, Ankit Anand, Dheeraj Rajagopal, Karthik Kappaganthu, Manaal Faruqui, Mausam, Pei Zhou, Pranjal Aggarwal, Shyam Upadhyay, Srividya Pranavi Potharaju, Swaroop Mishra, Yiming Yang

arxiv:2310.12963 v5 · 2023-10-19 · 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{B2RBQZSDCFBPUQV5S5XF4NYYIZ}

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

22 papers in Pith

When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

Selective Ensemble Based on Preference-Directed Multi-Objective Bandits

DIRECT: When and Where Should You Allocate Test-Time Compute in Embodied Planners?

ComplianceGate: Classifier-Gated Multi-Tier LLM Routing for Inference in Regulated Industries

SWE-Router: Routing in Multi-turn Agentic Software Engineering Tasks

Receipt and verification

First computed	2026-07-05T10:02:41.794715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ea21866431142fa42bd976e5e3718466e3578c14027f3804b7a7753ce57bdc2

Aliases

arxiv: 2310.12963 · arxiv_version: 2310.12963v5 · doi: 10.48550/arxiv.2310.12963 · pith_short_12: B2RBQZSDCFBP · pith_short_16: B2RBQZSDCFBPUQV5 · pith_short_8: B2RBQZSD

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/B2RBQZSDCFBPUQV5S5XF4NYYIZ \
  | 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: 0ea21866431142fa42bd976e5e3718466e3578c14027f3804b7a7753ce57bdc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e019c9fe4e5ab20125dbabfb74bcd80a9033a03ac59c7e4c7f1935ed51ef3e42",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-19T17:57:39Z",
    "title_canon_sha256": "c40aa915b32deab7f9d394fc461ade1fb403c3f34512fce459d325945b87c829"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12963",
    "kind": "arxiv",
    "version": 5
  }
}