DeepSeek deepseek-v4-flash, prompt d32e04c6; budget 200 calls pools: precise 6600, broad 0 unlabelled; picked 5000 selected 5000 unlabelled headlines 250 labelled, 10 calls (0 failed), 0 from cache 500 labelled, 20 calls (0 failed), 0 from cache DeepSeek batch of 25 failed (attempt 1/3, None) — retrying 750 labelled, 31 calls (1 failed), 0 from cache 1000 labelled, 41 calls (1 failed), 0 from cache 1250 labelled, 51 calls (1 failed), 0 from cache 1500 labelled, 61 calls (1 failed), 0 from cache 1750 labelled, 71 calls (1 failed), 0 from cache 2000 labelled, 81 calls (1 failed), 0 from cache 2250 labelled, 91 calls (1 failed), 0 from cache 2500 labelled, 101 calls (1 failed), 0 from cache 2750 labelled, 111 calls (1 failed), 0 from cache 3000 labelled, 121 calls (1 failed), 0 from cache 3250 labelled, 131 calls (1 failed), 0 from cache 3500 labelled, 141 calls (1 failed), 0 from cache 3750 labelled, 151 calls (1 failed), 0 from cache 4000 labelled, 161 calls (1 failed), 0 from cache 4250 labelled, 171 calls (1 failed), 0 from cache 4500 labelled, 181 calls (1 failed), 0 from cache 4750 labelled, 191 calls (1 failed), 0 from cache 4975 labelled, 200 calls (1 failed), 0 from cache this run: 200 calls, 1 failed, 4975 headlines labelled 14625 labelled headlines year n bear irrel bull relevant mean xau 2009 10 0 10 0 0.0% +0.000 2010 10 0 10 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 33 0 33 0 0.0% +0.000 2018 19 0 19 0 0.0% +0.000 2019 1003 78 648 184 26.1% +0.056 2020 1211 80 762 219 24.7% +0.064 2021 1264 104 876 151 20.2% +0.018 2022 1536 145 930 284 27.9% +0.045 2023 1691 145 1082 295 26.0% +0.046 2024 2047 132 1325 408 26.4% +0.071 2025 3071 222 1671 829 34.2% +0.109 2026 2699 345 1379 635 36.3% +0.047 (relevant = |xau| >= 0.25, irrel = |xau| <= 0.10, the rest is the grey zone)