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README.md
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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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This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
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# adaption-market-analysis-2
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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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### Dataset size
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There are 15,253 data points in this dataset. This is an instruction tuning dataset.
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### Adaptive Data recipe
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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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### Asset family
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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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### Task family
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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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### Evidence relationship
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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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### Language
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- English (100%)
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### Coverage
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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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### Schema
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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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### Related datasets
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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).
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