Pith Number

pith:46KQE44A

pith:2024:46KQE44AMGDWY4RGDPNV7FWCUE

not attested not anchored not stored refs pending

Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Maximillian Chen, Ruoxi Sun, Sercan \"O. Ar{\i}k, Tomas Pfister

arxiv:2406.00222 v2 · 2024-05-31 · cs.CL · cs.AI · 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{46KQE44AMGDWY4RGDPNV7FWCUE}

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

Clarification Is Not Enough: Post-Clarification Answering Remains the Bottleneck in Multi-Turn QA

$\pi$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows

Receipt and verification

First computed	2026-07-05T11:43:55.407769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e79502738061876c72261bdb5f96c2a137cffc5144622cc885e3b8d0796baf26

Aliases

arxiv: 2406.00222 · arxiv_version: 2406.00222v2 · doi: 10.48550/arxiv.2406.00222 · pith_short_12: 46KQE44AMGDW · pith_short_16: 46KQE44AMGDWY4RG · pith_short_8: 46KQE44A

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/46KQE44AMGDWY4RGDPNV7FWCUE \
  | 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: e79502738061876c72261bdb5f96c2a137cffc5144622cc885e3b8d0796baf26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "460d397a8d5c6d15e9097a7f9f928c21dcd85d3fafff8a3d9be2a5e5d7694546",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-31T22:44:48Z",
    "title_canon_sha256": "3121627de33bead4644bfd377cff15aed247eaafa0ffcb62356e22bce985b3bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00222",
    "kind": "arxiv",
    "version": 2
  }
}