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README.md

@@ -125,29 +125,29 @@ configs:
 
 # PolyFact
 
-Parallel multilingual factual multiple-choice QA grounded in Wikidata. 100K facts x 12 languages, fully aligned by `fact_id` across all per-language configs.
+Parallel multilingual factual multiple-choice QA grounded in Wikidata. 100K facts × 12 languages, fully aligned by `fact_id` across all per-language configs.
 
 ## Usage
 
 ```python
 from datasets import load_dataset
 
-# For Per-Language Training / Eval
+# One language at a time (SFT / eval)
 ds = load_dataset("jvonrad/PolyFact", "en")
 print(ds["train"][0])
 
-# For Training of all 12 langs at once
+# All languages aligned per fact (cross-lingual training)
 par = load_dataset("jvonrad/PolyFact", "parallel")
 print(par["train"][0]["translations"]["en"])
 ```
 
 ## Schema
 
-**Per-language configs** (`ar`, `bn`, `de`, `en`, `es`, `fr`, `id`, `ja`, `pt`, `ru`, `sw`, `zh`) - flat, one row per (fact, language):
+**Per-language configs** (`ar`, `bn`, `de`, `en`, `es`, `fr`, `id`, `ja`, `pt`, `ru`, `sw`, `zh`) — flat, one row per (fact, language):
 
 | Column | Type | Description |
 |---|---|---|
-| `fact_id` | string | Cross-language join key - `<subject_qid>\|<property_pid>\|<object_qid>` |
+| `fact_id` | string | Cross-language join key — `<subject_qid>\|<property_pid>\|<object_qid>` |
 | `language` | string | ISO language code |
 | `subject` | string | Subject entity label |
 | `relation` | string | Relation name (e.g. `educated at`) |
@@ -159,11 +159,11 @@ print(par["train"][0]["translations"]["en"])
 
 For Wikidata Q-/P-ids (`subject_id`, `property_id`, `object_id`), load the `parallel` config and join on `fact_id`.
 
-**`parallel` config** - one row per fact:
+**`parallel` config** — one row per fact:
 
 | Column | Type | Description |
 |---|---|---|
-| `fact_id`, `subject`, `subject_id`, `relation`, `property_id`, `object`, `object_id` | - | Shared across languages; Wikidata grounding lives here |
+| `fact_id`, `subject`, `subject_id`, `relation`, `property_id`, `object`, `object_id` | — | Shared across languages; Wikidata grounding lives here |
 | `translations` | dict | `{lang_code: {question, option_a..d, answer_text, answer_index}}` |
 
 Splits are parallel across languages: every `fact_id` in a split is present in all per-language configs.

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