Pith Number

pith:T45ZQ42G

pith:2024:T45ZQ42GO4JNMLBMEECDFYFLW7

not attested not anchored not stored refs pending

It's Morphing Time: Unleashing the Potential of Multiple LLMs via Multi-objective Optimization

Aimin Zhou, Bingdong Li, Hao Hao, Hong Qian, Ke Tang, Peng Yang, Yanting Yang, Zixiang Di

arxiv:2407.00487 v3 · 2024-06-29 · 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{T45ZQ42GO4JNMLBMEECDFYFLW7}

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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

1 paper in Pith

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Receipt and verification

First computed	2026-07-05T09:39:24.484902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f3b9873467712d62c2c210432e0abb7d518da20f40c19cd42d1ff2ff48bc24e

Aliases

arxiv: 2407.00487 · arxiv_version: 2407.00487v3 · doi: 10.48550/arxiv.2407.00487 · pith_short_12: T45ZQ42GO4JN · pith_short_16: T45ZQ42GO4JNMLBM · pith_short_8: T45ZQ42G

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/T45ZQ42GO4JNMLBMEECDFYFLW7 \
  | 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: 9f3b9873467712d62c2c210432e0abb7d518da20f40c19cd42d1ff2ff48bc24e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09e3eaae813a94e57cc0407d6475e0aa974cb24825366bd9f708a54853e9ccea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-29T16:34:23Z",
    "title_canon_sha256": "c71e9b0d0534a3f83261e8281d66226648c5946e893c732ae1d4e085b28c2069"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00487",
    "kind": "arxiv",
    "version": 3
  }
}