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Showcase/Statement Verification and Evidence Finding with Tables
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Statement Verification and Evidence Finding with Tables

Verify whether a natural language statement is entailed or refuted by tabular data and identify key evidence cells, based on SemEval-2021 Task 9 (Wang et al.). Annotators assess factual claims against structured table content.

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ملف الإعدادconfig.yaml

# Statement Verification and Evidence Finding with Tables
# Based on Wang et al., SemEval 2021
# Paper: https://aclanthology.org/2021.semeval-1.27/
# Dataset: https://sites.google.com/view/sem-tab-facts
#
# Annotators verify whether a natural language statement is supported
# or refuted by data in a table, and mark the key evidence cells
# that support their judgment.

annotation_task_name: "Statement Verification and Evidence Finding with Tables"
task_dir: "."

data_files:
  - sample-data.json

item_properties:
  id_key: "id"
  text_key: "text"

output_annotation_dir: "annotation_output/"
output_annotation_format: "json"

port: 8000
server_name: localhost

annotation_schemes:
  - annotation_type: radio
    name: verification_label
    description: "Is the statement entailed or refuted by the table?"
    labels:
      - "Entailed"
      - "Refuted"
    keyboard_shortcuts:
      "Entailed": "1"
      "Refuted": "2"
    tooltips:
      "Entailed": "The statement is supported by the information in the table"
      "Refuted": "The statement is contradicted by the information in the table"

  - annotation_type: span
    name: evidence_cells
    description: "Highlight the key evidence cells in the table content that support your judgment."
    labels:
      - "Key Evidence Cell"

annotation_instructions: |
  You will see a statement and a table. Your task is to:
  1. Read the statement carefully.
  2. Examine the table content to find relevant evidence.
  3. Decide whether the statement is entailed (supported) or refuted (contradicted) by the table.
  4. Highlight the key evidence cells in the table content that support your decision.

html_layout: |
  <div style="padding: 15px; max-width: 800px; margin: auto;">
    <div style="background: #fefce8; border: 1px solid #fde68a; border-radius: 8px; padding: 16px; margin-bottom: 16px;">
      <strong style="color: #a16207;">Statement:</strong>
      <p style="font-size: 16px; line-height: 1.7; margin: 8px 0 0 0;">{{text}}</p>
    </div>
    <div style="background: #f0f9ff; border: 1px solid #bae6fd; border-radius: 8px; padding: 16px; margin-bottom: 16px;">
      <strong style="color: #0369a1;">Table Content:</strong>
      <p style="font-size: 15px; line-height: 1.6; margin: 8px 0 0 0; white-space: pre-wrap; font-family: monospace;">{{table_content}}</p>
    </div>
  </div>

allow_all_users: true
instances_per_annotator: 50
annotation_per_instance: 2
allow_skip: true
skip_reason_required: false

بيانات نموذجيةsample-data.json

[
  {
    "id": "tabver_001",
    "text": "Brazil won the most FIFA World Cup titles.",
    "table_content": "Country | Titles | Years\nBrazil | 5 | 1958, 1962, 1970, 1994, 2002\nGermany | 4 | 1954, 1974, 1990, 2014\nItaly | 4 | 1934, 1938, 1982, 2006\nArgentina | 3 | 1978, 1986, 2022"
  },
  {
    "id": "tabver_002",
    "text": "The population of Tokyo is smaller than that of London.",
    "table_content": "City | Population (millions) | Country\nTokyo | 13.96 | Japan\nDelhi | 11.03 | India\nShanghai | 24.28 | China\nLondon | 8.98 | United Kingdom"
  }
]

// ... and 8 more items

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Clone or download from the repository

بدء سريع:

git clone https://github.com/davidjurgens/potato-showcase.git
cd potato-showcase/semeval/2021/task09-verification-tables
potato start config.yaml

التفاصيل

أنواع التوسيم

radiospan

المجال

NLPSemEval

حالات الاستخدام

Fact VerificationTable UnderstandingEvidence Finding

الوسوم

semevalsemeval-2021shared-taskfact-verificationtablesevidenceentailment

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