Pith Number

pith:PQ7ILTFJ

pith:2024:PQ7ILTFJRKDLG6CKHIIY2VIBSA

not attested not anchored not stored refs pending

Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions

Eunsol Choi, Michael J.Q. Zhang, W. Bradley Knox

arxiv:2410.13788 v2 · 2024-10-17 · 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{PQ7ILTFJRKDLG6CKHIIY2VIBSA}

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

8 papers in Pith

Strategic Decision Support for AI Agents

SMH-Bench: Benchmarking LLM Agents for Environment-Grounded Reasoning and Action in Smart Homes

SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants

Receipt and verification

First computed	2026-07-05T10:33:38.472659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c3e85cca98a86b3784a3a118d5501903b618ce053844bd0e7948617f43d1881

Aliases

arxiv: 2410.13788 · arxiv_version: 2410.13788v2 · doi: 10.48550/arxiv.2410.13788 · pith_short_12: PQ7ILTFJRKDL · pith_short_16: PQ7ILTFJRKDLG6CK · pith_short_8: PQ7ILTFJ

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/PQ7ILTFJRKDLG6CKHIIY2VIBSA \
  | 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: 7c3e85cca98a86b3784a3a118d5501903b618ce053844bd0e7948617f43d1881

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78796f94b2dd7aeb1718f94aee152e455f23714610b6701d9db48955dfc029a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-17T17:29:04Z",
    "title_canon_sha256": "db5315417e671dc6325dd622c3d57eb1e8fb0197cc207b9228efca580c4c64ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13788",
    "kind": "arxiv",
    "version": 2
  }
}