Pith Number

pith:EPMR2ASK

pith:2024:EPMR2ASKYCGUJF7XCK5MM4TSEP

not attested not anchored not stored refs pending

BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling

Cristina G\^arbacea, Lin Gui, Victor Veitch

arxiv:2406.00832 v3 · 2024-06-02 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EPMR2ASKYCGUJF7XCK5MM4TSEP}

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

3 papers in Pith

Language Model Networks: Supervision-Efficient Learning through Dense Communication

A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

Receipt and verification

First computed	2026-07-05T09:29:49.215186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23d91d024ac08d4497f712bac6727223e6ed1062e9ccf5cc0b0fcfad822b0bad

Aliases

arxiv: 2406.00832 · arxiv_version: 2406.00832v3 · doi: 10.48550/arxiv.2406.00832 · pith_short_12: EPMR2ASKYCGU · pith_short_16: EPMR2ASKYCGUJF7X · pith_short_8: EPMR2ASK

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/EPMR2ASKYCGUJF7XCK5MM4TSEP \
  | 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: 23d91d024ac08d4497f712bac6727223e6ed1062e9ccf5cc0b0fcfad822b0bad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b113454aec8f81ec0da5480d7cbd5197e338330ed8da45192261afc09b85e88a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-02T18:42:57Z",
    "title_canon_sha256": "71723dfd2e5607a9dc05c5ccedae28d1cdd688d6757316149858047738e2231c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00832",
    "kind": "arxiv",
    "version": 3
  }
}