Pith Number

pith:PLZXNFTJ

pith:2025:PLZXNFTJQXV5FO6CYZ7YVGIZYS

not attested not anchored not stored refs pending

From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information?

Bo Han, Jiangchao Yao, Sanmi Koyejo, Xiao Feng, Zhanke Zhou, Zhaocheng Zhu

arxiv:2506.08295 v1 · 2025-06-09 · cs.LG · cs.AI · 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{PLZXNFTJQXV5FO6CYZ7YVGIZYS}

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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

5 papers in Pith

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Uncertainty-Aware Clarification in LLM Agents with Information Gain

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TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination

SAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees

Receipt and verification

First computed	2026-07-05T11:19:09.106890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7af376966985ebd2bbc2c67f8a9919c4a803cbb292f7fa2711b508de74bc7a23

Aliases

arxiv: 2506.08295 · arxiv_version: 2506.08295v1 · doi: 10.48550/arxiv.2506.08295 · pith_short_12: PLZXNFTJQXV5 · pith_short_16: PLZXNFTJQXV5FO6C · pith_short_8: PLZXNFTJ

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/PLZXNFTJQXV5FO6CYZ7YVGIZYS \
  | 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: 7af376966985ebd2bbc2c67f8a9919c4a803cbb292f7fa2711b508de74bc7a23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d4ecb19c1485110002eb6ee12e8aaae3ff1ea3d916f136c0452b9ba943be48f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T23:56:41Z",
    "title_canon_sha256": "7480462234f06b874c0f103fa4b0159a7ac9ce5641b8ad1028b7fa53ee1c7c08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08295",
    "kind": "arxiv",
    "version": 1
  }
}