It might be beneficial to derive lightweight helper signals from the provided lexicon (e.g., identifying months, proper names, suffixes, or aliases) and use them as auxiliary tags or constraints, rather than relying purely on the model to infer these distinctions implicitly.
", "messages": [ { "id": "3402578", "postDate": "02/06/2026 11:06:23", "content": "It might be beneficial to derive lightweight helper signals from the provided lexicon (e.g., identifying months, proper names, suffixes, or aliases) and use them as auxiliary tags or constraints, rather than relying purely on the model to infer these distinctions implicitly.
", "rawMarkdown": "It might be beneficial to derive lightweight helper signals from the provided lexicon (e.g., identifying months, proper names, suffixes, or aliases) and use them as auxiliary tags or constraints, rather than relying purely on the model to infer these distinctions implicitly.", "votes": null }, { "id": "3402674", "postDate": "02/06/2026 14:24:45", "content": "You can find interesting insight on sentence alignment in the thread started by @aaronbornstein. There's a link to a notebook, in which he hsares some of his insights.
", "rawMarkdown": "You can find interesting insight on sentence alignment in [the thread](https://www.kaggle.com/competitions/deep-past-initiative-machine-translation/discussion/666745) started by @aaronbornstein. There's a link to a notebook, in which he hsares some of his insights.", "votes": null }, { "id": "3403059", "postDate": "02/07/2026 13:29:40", "content": "@tarekziad Appologies. I forgot to add the link to the thread. It should be working now.
", "rawMarkdown": "tarekziad Appologies. I forgot to add the link to the thread. It should be working now.", "votes": null } ], "comments": [ { "id": 3402674, "author_name": "angantyr", "author_url": "", "post_date": "02/06/2026 14:24:45", "content": "You can find interesting insight on sentence alignment in the thread started by @aaronbornstein. There's a link to a notebook, in which he hsares some of his insights.
", "votes": null, "replies": [ { "id": 3403059, "author_name": "angantyr", "author_url": "", "post_date": "02/07/2026 13:29:40", "content": "@tarekziad Appologies. I forgot to add the link to the thread. It should be working now.
", "votes": null, "replies": [] } ] } ], "raw_markdown_by_id": { "3402578": "It might be beneficial to derive lightweight helper signals from the provided lexicon (e.g., identifying months, proper names, suffixes, or aliases) and use them as auxiliary tags or constraints, rather than relying purely on the model to infer these distinctions implicitly.", "3402674": "You can find interesting insight on sentence alignment in [the thread](https://www.kaggle.com/competitions/deep-past-initiative-machine-translation/discussion/666745) started by @aaronbornstein. There's a link to a notebook, in which he hsares some of his insights.", "3403059": "tarekziad Appologies. I forgot to add the link to the thread. It should be working now." }, "source": "meta" }