Pith Number

pith:SDLYU6F6

pith:2025:SDLYU6F6URXXQNMVAIXV27BJIF

not attested not anchored not stored refs pending

Ensemble Learning for Large Language Models in Text and Code Generation: A Survey

Fan Wu, Fateme Dinmohammadi, Jingzhi Gong, Mari Ashiga, Paul Brookes, Vardan Voskanyan, Wei Jie, Zheng Wang

arxiv:2503.13505 v3 · 2025-03-13 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{SDLYU6F6URXXQNMVAIXV27BJIF}

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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

Token-Level LLM Collaboration via FusionRoute

Receipt and verification

First computed	2026-06-24T01:14:56.859221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90d78a78bea46f783595022f5d7c29414d531e1c368d017299d01908efeae3a9

Aliases

arxiv: 2503.13505 · arxiv_version: 2503.13505v3 · doi: 10.48550/arxiv.2503.13505 · pith_short_12: SDLYU6F6URXX · pith_short_16: SDLYU6F6URXXQNMV · pith_short_8: SDLYU6F6

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/SDLYU6F6URXXQNMVAIXV27BJIF \
  | 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: 90d78a78bea46f783595022f5d7c29414d531e1c368d017299d01908efeae3a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ffc0cb89d68abec6019584645645dca9c6f87ebb4e37a743bc08876051a8f2e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-13T18:50:57Z",
    "title_canon_sha256": "4d8b15735948254851c2a7952548907b24363b5fac7554488d8d43f7cf6c4f43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13505",
    "kind": "arxiv",
    "version": 3
  }
}