Pith Number

pith:QFEST7XD

pith:2025:QFEST7XD4JLPOT6SOJELUXDI7P

not attested not anchored not stored refs pending

Detecting Ambiguities to Guide Query Rewrite for Robust Conversations in Enterprise AI Assistants

Akash Maharaj, Eunyee Koh, Ken Russell, Md Mehrab Tanjim, Saayan Mitra, Tung Mai, Uttaran Bhattacharya, Vaishnavi Muppala, Victor S. Bursztyn, Xiang Chen, Yunyao Li

arxiv:2502.00537 v1 · 2025-02-01 · 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{QFEST7XD4JLPOT6SOJELUXDI7P}

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

Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security

When & How to Write for Personalized Demand-aware Query Rewriting in Video Search

Receipt and verification

First computed	2026-07-05T10:08:35.027359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

814929fee3e256f74fd27248ba5c68fbc635e828588f4a2c5992799642bcaa33

Aliases

arxiv: 2502.00537 · arxiv_version: 2502.00537v1 · doi: 10.48550/arxiv.2502.00537 · pith_short_12: QFEST7XD4JLP · pith_short_16: QFEST7XD4JLPOT6S · pith_short_8: QFEST7XD

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/QFEST7XD4JLPOT6SOJELUXDI7P \
  | 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: 814929fee3e256f74fd27248ba5c68fbc635e828588f4a2c5992799642bcaa33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb242758b311e45630a1c83c8d3edd7a6d56bc16f328833a7b0ceebb751e4660",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-01T19:23:21Z",
    "title_canon_sha256": "298a0bbb98a78ac1204a751cddb6e40542867d3472f85cbee2b12ee602ce0dd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00537",
    "kind": "arxiv",
    "version": 1
  }
}