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+ ---
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+ annotations_creators: []
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+ language:
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+ - en
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+ language_creators: []
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+ license: []
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+ multilinguality:
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+ - monolingual
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+ pretty_name: 'adaption-market-analysis-2'
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+ size_categories:
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+ - 10K<n<100K
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+ source_datasets:
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+ - 'original'
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+ tags:
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+ - adaption
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+ - instruction-tuning
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+ - market-analysis
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+ - equity-research
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+ - vietnam
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+ task_categories: []
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+ task_ids: []
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+ ---
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+
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+ This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
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+
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+ # adaption-market-analysis-2
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+
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+ This dataset contains prompt/completion pairs for updating dated market-research notes using only supplied evidence. Each entry includes specific financial data points, such as historical actuals or analyst forecasts, and a corresponding response that strictly separates observed results from forward-looking claims. The completions emphasize causal limitations, preserve counterevidence, and avoid providing executable trade instructions or personalized advice.
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+
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+ ### Dataset size
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+
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+ There are 15,253 data points in this dataset. This is an instruction tuning dataset.
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+
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+ ### Adaptive Data recipe
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+
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+ Prompt and completion both rewritten, with an explicit `response_constraints` field stating what each response must satisfy.
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+
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+ ### Asset family
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+
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+ - company_and_industry (71.9%)
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+ - funds_and_etfs (12.3%)
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+ - macro_synthesis (7.6%)
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+ - real_estate (4.2%)
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+ - fixed_income_cash (4.0%)
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+
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+ ### Task family
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+
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+ - invalidated_or_insufficient_evidence (35.3%)
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+ - market_state_interpretation (31.6%)
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+ - actual_vs_forward_looking (16.9%)
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+ - market_driver_transmission (14.0%)
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+ - comparative_market_analysis (1.7%)
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+ - fund_and_benchmark_analysis (0.3%)
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+ - macro_market_transmission (0.3%)
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+ - real_estate_market_analysis (0.1%)
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+
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+ ### Evidence relationship
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+
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+ - scenario (30.8%)
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+ - causal (29.2%)
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+ - valuation (25.1%)
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+ - comparative (7.6%)
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+ - countervailing (5.6%)
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+ - temporal_update (0.8%)
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+ - hierarchical (0.7%)
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+ - expectation_gap (0.1%)
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+
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+ ### Language
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+
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+ - English (100%)
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+
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+ ### Coverage
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+
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+ - As-of dates: 2010-12-31 to 2026-12-31
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+ - Leakage groups: 1,754
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+ - Rows carrying an automated review flag: 2,991 (19.6%)
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+
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+ ### Schema
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+
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+ | Field | Description |
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+ |---|---|
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+ | `prompt` | Source instruction with system framing, as-of date, and evidence block |
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+ | `completion` | Source analyst-style response |
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+ | `enhanced_prompt` | Adaptive Data rewrite of the prompt |
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+ | `enhanced_completion` | Adaptive Data rewrite of the completion |
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+ | `evidence` | Evidence spans supplied to the model |
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+ | `original_context` | Source passage the row was derived from |
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+ | `question` | The analytical ask, derived from the response's own content |
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+ | `reasoning` | Reasoning trace for the expected answer |
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+ | `as_of_date` | Report date the note is anchored to |
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+ | `asset_family` | Asset class of the subject |
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+ | `task_family` | Analytical task type |
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+ | `relationship_type` | Evidence-to-conclusion relationship |
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+ | `leakage_group` | Grouping key so related rows stay on one side of a split |
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+ | `relaxed_quality_flags` | Automated review flags |
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+ | `record_id` | Stable row identifier |
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+ | `response_constraints` | Explicit constraints the response must satisfy |
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+
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+ ### Related datasets
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+
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+ One of three Adaptive Data generations combined into [huyxdang/adaption-market-analysis-final](https://huggingface.co/datasets/huyxdang/adaption-market-analysis-final).