tojpaj/marketnews-routing-model

Market/News Routing Model (MuRIL, Hindi/Punjabi)

MuRIL fine-tuned for native Hindi/Punjabi market/news category classification (agri_commodity/real_estate/equities_markets/ policy_regulatory/other). AutoScientist Challenge Part 2, Market Analysis & News category.

Results

Accuracy 62.5%, Macro-F1 0.320 (held-out 20% split, 80 rows).

Class	Precision	Recall	F1	Support
other	0.81	0.59	0.68	51
policy_regulatory	0.47	0.83	0.60	24
agri_commodity	0.00	0.00	0.00	2
real_estate	0.00	0.00	0.00	3
equities_markets	0.00	0.00	0.00	0

Known limitation, disclosed honestly: category distribution is real IndicCorpV2 web-crawl data, not curated for balance. The three finance-specific categories have too few training examples (2-14 rows) for the model to learn reliably; it performs respectably on the two well-represented classes. See the source project's PART2_SUBMISSION.md for the full data-sourcing writeup.