Pith Number

pith:M4CAHDV7

pith:2024:M4CAHDV73YSU5S6OLCAU3QANMF

not attested not anchored not stored refs pending

Bayesian Preference Elicitation with Language Models

Alex Tamkin, Belinda Z. Li, Ellie Pavlick, Jacob Andreas, Kunal Handa, Noah Goodman, Yarin Gal

arxiv:2403.05534 v1 · 2024-03-08 · 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{M4CAHDV73YSU5S6OLCAU3QANMF}

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

2 papers in Pith

CA-BED: Conversation-Aware Bayesian Experimental Design

Calibrate-Then-Act: Cost-Aware Exploration in LLM Agents

Receipt and verification

First computed	2026-07-05T07:53:56.217447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6704038ebfde254ecbce58814dc00d616f7f3e2722ceb9b91f462ec81666e4ef

Aliases

arxiv: 2403.05534 · arxiv_version: 2403.05534v1 · doi: 10.48550/arxiv.2403.05534 · pith_short_12: M4CAHDV73YSU · pith_short_16: M4CAHDV73YSU5S6O · pith_short_8: M4CAHDV7

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/M4CAHDV73YSU5S6OLCAU3QANMF \
  | 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: 6704038ebfde254ecbce58814dc00d616f7f3e2722ceb9b91f462ec81666e4ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b77e3efa5d08d0c71791df155486710a0af3393e79357c3d36679dfc2174fa16",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-08T18:57:52Z",
    "title_canon_sha256": "3f6d2cca2df3796d41f36b5a4df5763f151d1b83392b349ac8948b0187c96dc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.05534",
    "kind": "arxiv",
    "version": 1
  }
}