{"id":612708,"date":"2023-12-27T00:00:00","date_gmt":"2023-12-27T00:00:00","guid":{"rendered":"https:\/\/enterpriseam.com\/egypt\/2023\/12\/27\/dont-let-chatgpt-do-your-investing-research\/"},"modified":"2023-12-27T00:00:00","modified_gmt":"2023-12-27T00:00:00","slug":"dont-let-chatgpt-do-your-investing-research","status":"publish","type":"post","link":"https:\/\/enterpriseam.com\/egypt\/2023\/12\/27\/dont-let-chatgpt-do-your-investing-research\/","title":{"rendered":"Don\u2019t let ChatGPT do your investing research"},"content":{"rendered":"

Don\u2019t fire your most junior analyst yet: ChatGPT and its AI competitors suck at pulling<\/strong> data out of investor relations material<\/strong>, according to a study by Patronus AI, an outfit founded by two former Meta employees. <\/p>\n

The trial: <\/strong>Patronus fed gobs of Securities and Exchange Commission filings into LLMs from OpenAI, Meta, and Anthropic and then asked each of them 150 basic questions. The bots brought back the wrong answer 68-81% of the time <\/strong>\u2014 they either failed to understand the question or hallucinated fake answers. <\/p>\n

Even if using \u201clong context windows\u201d <\/strong>the bots still screwed up 21-24% of the time, and failed to respond in c. 4% of all cases.<\/p>\n

SOUND SMART- Think of a context window as the bot\u2019s memory<\/strong> \u2014 the amount of stuff it needs to keep straight in its \u201chead\u201d to answer a question. A \u201clong\u201d window can span multiple large documents, videos, or conversations. The longer the window, the richer the potential understanding of context the bot will have \u2014 and the better it will be able to reason and summarize data. The catch:<\/strong> Long windows are expensive, they\u2019re hard to train bots on, and they still have high error rates \u2014 more data = more chance of hallucination unless you manage the LLM really tightly. <\/p>\n

Part of the problem: <\/strong>General AI models are trained to be jacks of all trades \u2014 not Grand Wizzards of High Finance, says Anand Kannappan, Patronus\u2019 CEO. <\/p>\n

What\u2019s Patronus\u2019 pitch? <\/strong>The company bills itself as helping businesses learn to \u201cuse generative AI with confidence\u201d by helping teams \u201cdetect LLM mistakes at scale<\/strong>.\u201d It rolled out a product earlier this month called FinanceBench that bills itself as \u201cthe industry's first benchmark for testing how LLMs perform on financial questions.\u201d<\/p>\n

And not all financial documents are created equal: <\/strong>A bot that learns, in late 2023, to understand publicly available SEC data will still face challenges if asked questions about transaction memos, pitch decks, and equity research, Kannappan says. <\/p>\n

GO DEEPER- <\/strong>Check out Patronus AI\u2019s website<\/a>, read its press release on the study<\/a> or read more on Fortune<\/a> | CNBC<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"

Even using long context windows, bots brought back the wrong answer around 24% of the time<\/p>\n","protected":false},"author":1,"featured_media":612709,"comment_status":"closed","ping_status":"open","sticky":false,"template":"single-feature.php","format":"standard","meta":{"_acf_changed":false,"newspack_ads_suppress_ads":false,"newspack_popups_has_disabled_popups":false,"newspack_sponsor_sponsorship_scope":"","newspack_sponsor_native_byline_display":"inherit","newspack_sponsor_native_category_display":"inherit","newspack_sponsor_underwriter_style":"inherit","newspack_sponsor_underwriter_placement":"inherit","ep_exclude_from_search":false,"_primary_brand":0,"newspack_featured_image_position":"","newspack_post_subtitle":"","newspack_article_summary_title":"Overview:","newspack_article_summary":"","newspack_hide_updated_date":false,"newspack_show_updated_date":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8794],"tags":[7094,695,72,7121,7122],"brand":[],"newspack_spnsrs_tax":[],"class_list":["post-612708","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-explains","tag-ai","tag-enterprise-explains","tag-enterpriseam","tag-llm","tag-patronus-ai","wpautop","entry"],"acf":{"mongo_id":"8413b208-b745-453a-b7f9-69b887bd533e","is_powered_by":false,"story_type":"1","photo_url":"https:\/\/ent.news\/2023\/12\/1775.jpg","photo_position":"above","homepage_title":"","full_issue_title":"Don\u2019t 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