Pith Number

pith:Q5BNN2HY

pith:2024:Q5BNN2HY25EPURNKTU6ZY3W3DQ

not attested not anchored not stored refs pending

Improving Large Models with Small models: Lower Costs and Better Performance

Dong Chen, Hua Wang, Mingliang Xu, Qidong Liu, Shuo Zhang, Siliang Tang, Yueting Zhuang

arxiv:2406.15471 v1 · 2024-06-15 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{Q5BNN2HY25EPURNKTU6ZY3W3DQ}

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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

What Will Happen Next: Large Models-Driven Deduction for Emergency Instances

Receipt and verification

First computed	2026-07-05T08:35:22.937252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8742d6e8f8d748fa45aa9d3d9c6edb1c19ac4de8d72f870e9557dd819a81ac31

Aliases

arxiv: 2406.15471 · arxiv_version: 2406.15471v1 · doi: 10.48550/arxiv.2406.15471 · pith_short_12: Q5BNN2HY25EP · pith_short_16: Q5BNN2HY25EPURNK · pith_short_8: Q5BNN2HY

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/Q5BNN2HY25EPURNKTU6ZY3W3DQ \
  | 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: 8742d6e8f8d748fa45aa9d3d9c6edb1c19ac4de8d72f870e9557dd819a81ac31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d95aaa492409ef81c41e12e4d40c9d45c55431a5ab1aba402a2fe13575ba6736",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-15T14:44:43Z",
    "title_canon_sha256": "5a6dc68ed66cf40c212ef3566128cfe240b94b795a1e6fb1edcaca37016a21de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.15471",
    "kind": "arxiv",
    "version": 1
  }
}