DeepSeek deepseek-v4-flash, prompt d32e04c6; budget 200 calls pools: precise 2778, broad 20532 unlabelled; picked 5000 selected 5000 unlabelled headlines 250 labelled, 10 calls (0 failed), 0 from cache DeepSeek batch of 25 failed (attempt 1/3, None) — retrying DeepSeek batch of 25 failed (attempt 2/3, None) — retrying DeepSeek batch of 25 failed (attempt 3/3, None) — retrying 475 labelled, 22 calls (3 failed), 0 from cache DeepSeek batch of 25 failed (attempt 1/3, None) — retrying DeepSeek batch of 25 failed (attempt 2/3, None) — retrying DeepSeek batch of 25 failed (attempt 3/3, None) — retrying 700 labelled, 34 calls (6 failed), 0 from cache 950 labelled, 44 calls (6 failed), 0 from cache 1200 labelled, 54 calls (6 failed), 0 from cache DeepSeek batch of 25 failed (attempt 1/3, None) — retrying DeepSeek batch of 25 failed (attempt 2/3, None) — retrying DeepSeek batch of 25 failed (attempt 3/3, None) — retrying 1425 labelled, 66 calls (9 failed), 0 from cache 1675 labelled, 76 calls (9 failed), 0 from cache 1925 labelled, 86 calls (9 failed), 0 from cache 2175 labelled, 96 calls (9 failed), 0 from cache 2425 labelled, 106 calls (9 failed), 0 from cache 2675 labelled, 116 calls (9 failed), 0 from cache 2925 labelled, 126 calls (9 failed), 0 from cache 3175 labelled, 136 calls (9 failed), 0 from cache DeepSeek batch of 25 failed (attempt 1/3, None) — retrying 3425 labelled, 147 calls (10 failed), 0 from cache 3675 labelled, 157 calls (10 failed), 0 from cache 3925 labelled, 167 calls (10 failed), 0 from cache 4175 labelled, 177 calls (10 failed), 0 from cache 4425 labelled, 187 calls (10 failed), 0 from cache 4675 labelled, 197 calls (10 failed), 0 from cache 4750 labelled, 200 calls (10 failed), 0 from cache this run: 200 calls, 10 failed, 4750 headlines labelled 6250 labelled headlines year n bear irrel bull relevant mean xau 2009 10 0 10 0 0.0% +0.000 2010 9 0 9 0 0.0% +0.000 2011 10 0 10 0 0.0% +0.000 2012 2 0 2 0 0.0% +0.000 2015 13 0 13 0 0.0% +0.000 2016 6 0 6 0 0.0% +0.000 2017 30 0 30 0 0.0% +0.000 2018 19 0 19 0 0.0% +0.000 2019 462 23 359 58 17.5% +0.040 2020 507 29 366 69 19.3% +0.061 2021 638 45 496 65 17.2% +0.018 2022 707 72 477 97 23.9% +0.020 2023 796 55 574 108 20.5% +0.037 2024 807 48 568 139 23.2% +0.062 2025 1067 97 543 329 39.9% +0.118 2026 1167 218 559 258 40.8% +0.005 (relevant = |xau| >= 0.25, irrel = |xau| <= 0.10, the rest is the grey zone)