Pith Number

pith:3ZANHLBY

pith:2024:3ZANHLBYMU74TDX72MK3E2RSGT

not attested not anchored not stored refs pending

Learning to Ask Informative Questions: Enhancing LLMs with Preference Optimization and Expected Information Gain

Alberto Testoni, Davide Mazzaccara, Raffaella Bernardi

arxiv:2406.17453 v3 · 2024-06-25 · 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{3ZANHLBYMU74TDX72MK3E2RSGT}

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

1 paper in Pith

Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution

Receipt and verification

First computed	2026-07-05T09:21:46.261094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de40d3ac38653fc98effd315b26a3234c39b1e871065d905e808d0c83fb44fac

Aliases

arxiv: 2406.17453 · arxiv_version: 2406.17453v3 · doi: 10.48550/arxiv.2406.17453 · pith_short_12: 3ZANHLBYMU74 · pith_short_16: 3ZANHLBYMU74TDX7 · pith_short_8: 3ZANHLBY

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/3ZANHLBYMU74TDX72MK3E2RSGT \
  | 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: de40d3ac38653fc98effd315b26a3234c39b1e871065d905e808d0c83fb44fac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0801d663dfd3804c5386dca2e5958668ae34c007d4cd322bc2a5d6896e8467fb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-25T10:44:01Z",
    "title_canon_sha256": "dd07a735f4bec1425b05938a556c86a0fb2a3c4724b750c75c44c82975e9f25c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17453",
    "kind": "arxiv",
    "version": 3
  }
}