Pith Number

pith:3M326R7U

pith:2024:3M326R7UNVMFAQKYPFKFQAQZ4W

not attested not anchored not stored refs pending

Reranking Laws for Language Generation: A Communication-Theoretic Perspective

Andr\'e F. T. Martins, Ant\'onio Farinhas, Haau-sing Li

arxiv:2409.07131 v2 · 2024-09-11 · cs.CL · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{3M326R7UNVMFAQKYPFKFQAQZ4W}

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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

Perspective Transition of Large Language Models for Solving Subjective Tasks

Receipt and verification

First computed	2026-07-05T10:12:19.725992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db37af47f46d585041587954580219e587903266998a6ae7b4c03163b5fe872f

Aliases

arxiv: 2409.07131 · arxiv_version: 2409.07131v2 · doi: 10.48550/arxiv.2409.07131 · pith_short_12: 3M326R7UNVMF · pith_short_16: 3M326R7UNVMFAQKY · pith_short_8: 3M326R7U

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/3M326R7UNVMFAQKYPFKFQAQZ4W \
  | 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: db37af47f46d585041587954580219e587903266998a6ae7b4c03163b5fe872f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c253f12ade0960cd239f9667a99ecfd8642d7e714fa83dc668951523f1954ea5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-11T09:27:50Z",
    "title_canon_sha256": "c50be31d83ad9e0574930e3d05e65f1b4503e0d9030231c0ced05db5d59e4ecb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07131",
    "kind": "arxiv",
    "version": 2
  }
}