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query
string
positives
list
negatives
list
adjusted ebitda margin guidance
[ "adjusted", "ebitda", "ebit", "margin", "guidance", "operating", "profit" ]
[ "river", "scope" ]
net interest margin expansion
[ "interest", "margin", "net", "yield", "nim", "banking" ]
[ "river", "scope" ]
allowance for credit losses
[ "allowance", "credit", "losses", "provision", "chargeoff", "delinquency" ]
[ "river", "scope" ]
scope 1 scope 2 emissions target
[ "scope", "emissions", "target", "climate", "carbon", "decarbonization" ]
[ "credit", "loan", "bank" ]
sustainability linked bond
[ "sustainability", "linked", "bond", "green", "esg", "climate" ]
[ "credit", "loan", "bank" ]
free cash flow conversion
[ "free", "cash", "flow", "conversion", "operating", "fcf" ]
[ "river", "scope" ]
same store sales growth
[ "same", "store", "sales", "growth", "comparable", "retail" ]
[ "river", "scope" ]
capital allocation buyback dividend
[ "capital", "allocation", "buyback", "dividend", "repurchase" ]
[ "river", "scope" ]
decarbonization roadmap
[ "decarbonization", "roadmap", "carbon", "emissions", "climate" ]
[ "credit", "loan", "bank" ]
material weakness internal controls
[ "material", "weakness", "internal", "controls", "remediation", "audit" ]
[ "river", "scope" ]
working capital headwind
[ "working", "capital", "headwind", "cash", "inventory" ]
[ "river", "scope" ]
order backlog visibility
[ "order", "backlog", "visibility", "pipeline", "demand" ]
[ "river", "scope" ]

Luxical Query Expansion Financial/ESG Dataset (Preliminary)

This dataset package is designed to reproduce the experiments in this repository.

Included Files

  • finance_priors_v2.tsv: Mined term priors from local financial corpus.
  • queries_eval_finance_esg.json: 12-query weak-label benchmark set.
  • quality_benchmark.json: Policy quality benchmark outputs.
  • latency_benchmark_combined.json: Combined-policy latency benchmark.
  • latency_benchmark_conservative.json: Conservative-policy latency benchmark.
  • example_expansions_combined.txt: Sample expansion outputs.

Notes

This is a preliminary research artifact. Weak-label query benchmarks are provided for rapid iteration and should not be treated as a substitute for expert relevance judgments.

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