import { type TrainingItem } from "../items.js";
import { type Corpus } from "../corpus.js";
/** One normalized Aya row. */
export interface AyaRow {
    inputs: string;
    targets: string;
    language: string;
}
/** Normalize a raw datasets-server row object into an AyaRow, or null when it
 *  lacks a usable prompt/answer or a field is implausibly large (a dump, not a
 *  cognitive example). Trims surrounding whitespace; keeps inner text verbatim
 *  (human prose, possibly multi-paragraph). */
export declare function toAyaRow(row: unknown, maxChars?: number): AyaRow | null;
/** Translate ONE Aya row into SEMA training items. A row is a single human
 *  (question → answer) exchange — exactly one FACT, the (inputs → targets) edge.
 *  No standalone-answer experience and no one-exchange "cumulative" walk: a lone
 *  Q→A is not multi-turn, and both would only replicate the same edge. */
export declare function ayaRowToItems(row: AyaRow): TrainingItem[];
export declare const aya: Corpus;