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Pith Number

pith:VTPU5U5R

pith:2024:VTPU5U5RIBIBUBMWPSZUVRKS3P
not attested not anchored not stored refs pending

Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models

Brent Hecht, Deepak Gupta, Georg Buscher, Jack W. Stokes, Jaime Teevan, Jennifer Neville, Longqi Yang, Mengting Wan, Reid Andersen, Saurabh Tiwary, Scott Counts, Siddharth Suri, Sujay Kumar Jauhar, Tara Safavi, Xiaofeng Xu, Xia Song, Ying-Chun Lin

arxiv:2403.12388 v2 · 2024-03-19 · cs.IR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{VTPU5U5RIBIBUBMWPSZUVRKS3P}

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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

4 papers in Pith

WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback
A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation
Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance
Receipt and verification
First computed 2026-07-05T08:29:24.515797Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

acdf4ed3b140501a05967cb34ac552dbf24cf3f7093abbaaaea341e4c8e3dc94

Aliases

arxiv: 2403.12388 · arxiv_version: 2403.12388v2 · doi: 10.48550/arxiv.2403.12388 · pith_short_12: VTPU5U5RIBIB · pith_short_16: VTPU5U5RIBIBUBMW · pith_short_8: VTPU5U5R
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/VTPU5U5RIBIBUBMWPSZUVRKS3P \
  | 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: acdf4ed3b140501a05967cb34ac552dbf24cf3f7093abbaaaea341e4c8e3dc94
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "cd6e17e4d3883a2a25046e37fcafd5be4eaf626f4aedd215c399a0827c4b5a6d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-03-19T02:57:07Z",
    "title_canon_sha256": "d94a34bf5b4e7604f21489a36d24bbbe698da06285de97031247045040c54303"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.12388",
    "kind": "arxiv",
    "version": 2
  }
}