Harwinder Sekhon
01baef48ff
TF-IDF baseline (news_sentiment.py, models/xauusd_sentiment.joblib) and the two-head DeBERTa-v3-small transformer (transformer/, news_transformer.py) with its Google News crawler and DeepSeek labeller (data_collect/), the golden-set and archive evals (eval/), and the 2026-09-22 and 2026-09-27 results and progress notes. Transformer weights (model.pt, model.onnx) and the crawl database are not tracked; rebuild with transformer/train.py and transformer/export_onnx.py. The DeepSeek label cache in data/ is tracked.
12 KiB
12 KiB
| 1 | headline | category | exp | rationale | model_label | model_cls | model_score | model_conf | model_margin | model_cls_band | model_ms | kw_xau | kw_cls | ds_s | ds_xau | ds_cls | ds_cached |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | Powell says restrictive policy needed for longer as inflation proves sticky | hawkish_fed | -1 | higher-for-longer rates lift real yields, gold-bearish | bearish | -1 | -0.0217 | 0.5047 | 0.022 | 0 | 10.19 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 3 | Fed minutes show officials leaning toward two more rate hikes this year | hawkish_fed | -1 | more hikes = stronger dollar/yields | bearish | -1 | -0.9907 | 0.9922 | 0.997 | -1 | 8.96 | -1.0 | -1 | 0.4 | -0.7 | -1 | True |
| 4 | Hot CPI print fuels bets on additional Fed tightening | hawkish_fed | -1 | tightening expectations weigh on gold | bearish | -1 | -0.9907 | 0.9936 | 0.9944 | -1 | 8.4 | -1.0 | -1 | 0.4 | -0.7 | -1 | True |
| 5 | Fed's Waller: higher-for-longer rates warranted by resilient economy | hawkish_fed | -1 | hawkish guidance | bearish | -1 | -0.9921 | 0.9951 | 0.994 | -1 | 8.97 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 6 | FOMC raises rates 50bp, flags further increases ahead | hawkish_fed | -1 | outsized hike plus hawkish guidance | bearish | -1 | -0.9929 | 0.9953 | 0.995 | -1 | 8.32 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 7 | Treasury yields spike as Fed pushes back on rate cut hopes | hawkish_fed | -1 | cut hopes dashed, yields up | bearish | -1 | -0.9868 | 0.9919 | 0.99 | -1 | 8.55 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 8 | Core inflation accelerates, cementing case for hawkish Fed stance | hawkish_fed | -1 | hawkish repricing | bearish | -1 | -0.9921 | 0.995 | 0.9942 | -1 | 8.4 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 9 | Fed dot plot shifts higher; markets price out easing for the year | hawkish_fed | -1 | easing priced out | bearish | -1 | -0.9564 | 0.9647 | 0.983 | -1 | 8.78 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 10 | Fed cuts rates 25bp and signals more easing to come | dovish_fed | 1 | easing cycle is gold-bullish | bullish | 1 | 0.9914 | 0.9949 | 0.9928 | 1 | 8.53 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 11 | Powell hints at rate cuts as inflation cools toward target | dovish_fed | 1 | cut guidance | bullish | 1 | 0.9922 | 0.9949 | 0.9946 | 1 | 8.48 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 12 | FOMC minutes reveal growing support for policy easing | dovish_fed | 1 | dovish minutes | bullish | 1 | 0.4236 | 0.7104 | 0.4248 | 1 | 8.13 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 13 | Fed's Williams says rate cuts appropriate later this year | dovish_fed | 1 | cut guidance | bullish | 1 | 0.9839 | 0.9911 | 0.9854 | 1 | 8.48 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 14 | Soft inflation data boosts odds of a dovish Fed pivot | dovish_fed | 1 | pivot odds up | bullish | 1 | 0.9877 | 0.9926 | 0.9902 | 1 | 8.34 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 15 | Fed pauses hikes, markets price aggressive easing cycle | dovish_fed | 1 | easing priced in | bullish | 1 | 0.9862 | 0.9919 | 0.9886 | 1 | 8.36 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 16 | Central banks turn dovish as global growth falters | dovish_fed | 1 | global easing backdrop | bullish | 1 | 0.9897 | 0.9936 | 0.9922 | 1 | 8.47 | 1.0 | 1 | -0.4 | 0.7 | 1 | True |
| 17 | Fed to restart bond purchases to support flagging economy | dovish_fed | 1 | QE is gold-bullish | bullish | 1 | 0.9757 | 0.9838 | 0.9836 | 1 | 8.28 | 0.0 | 0 | -0.4 | 0.7 | 1 | True |
| 18 | Dollar index hits 12-month high on robust US economic data | strong_usd | -1 | strong dollar pressures gold | bearish | -1 | -0.9917 | 0.9946 | 0.9942 | -1 | 8.57 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 19 | US GDP grows 4.1% annualized, blowing past expectations | strong_usd | -1 | strong economy, hawkish implication | bearish | -1 | -0.6371 | 0.8162 | 0.6402 | -1 | 8.56 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 20 | Blockbuster jobs report sends dollar surging across the board | strong_usd | -1 | strong jobs lift dollar and yields | bearish | -1 | -0.7026 | 0.8503 | 0.704 | -1 | 8.31 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 21 | US retail sales smash forecasts, underscoring consumer strength | strong_usd | -1 | strong data | bullish | 1 | 0.6257 | 0.6893 | 0.831 | 1 | 8.29 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 22 | Greenback rallies as US data outshines Europe and Asia | strong_usd | -1 | dollar strength | bullish | 1 | 0.569 | 0.6017 | 0.897 | 1 | 8.94 | 0.0 | 0 | 0.4 | -0.7 | -1 | True |
| 23 | ISM services index jumps to two-year high on strong demand | strong_usd | -1 | strong data | bullish | 1 | 0.1593 | 0.4904 | 0.194 | 1 | 8.94 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 24 | Consumer confidence surges to post-pandemic high in the US | strong_usd | -1 | strong data | bullish | 1 | 0.0821 | 0.5147 | 0.0866 | 0 | 8.65 | 1.0 | 1 | 0.4 | -0.7 | -1 | True |
| 25 | Dollar tumbles to eight-month low after dismal manufacturing data | weak_usd | 1 | weak dollar lifts gold | bullish | 1 | 0.9924 | 0.9952 | 0.9944 | 1 | 8.62 | -1.0 | -1 | -0.4 | 0.7 | 1 | True |
| 26 | US economy adds far fewer jobs than expected; dollar slides | weak_usd | 1 | weak jobs, dovish implication | bullish | 1 | 0.9881 | 0.9899 | 0.9964 | 1 | 8.59 | -1.0 | -1 | -0.4 | 0.7 | 1 | True |
| 27 | Greenback weakens as US retail sales unexpectedly contract | weak_usd | 1 | weak data | neutral | 0 | 0.003 | 0.9956 | 0.9912 | 0 | 8.25 | -1.0 | -1 | -0.4 | 0.6 | 1 | True |
| 28 | US GDP growth revised down sharply, stoking slowdown fears | weak_usd | 1 | slowdown is dovish | bullish | 1 | 0.9906 | 0.9931 | 0.9948 | 1 | 8.46 | 0.0 | 0 | -0.5 | 0.5 | 1 | True |
| 29 | Dollar slumps as trade deficit balloons to record | weak_usd | 1 | dollar weakness | bullish | 1 | 0.9904 | 0.9929 | 0.9948 | 1 | 8.51 | -1.0 | -1 | -0.4 | 0.5 | 1 | True |
| 30 | Soft services PMI adds to evidence of cooling US economy | weak_usd | 1 | cooling economy | bullish | 1 | 0.9863 | 0.9884 | 0.9956 | 1 | 8.34 | 0.0 | 0 | -0.4 | 0.4 | 1 | True |
| 31 | US consumer sentiment plunges to two-year low | weak_usd | 1 | weak data | bullish | 1 | 0.9904 | 0.9927 | 0.9954 | 1 | 8.31 | -1.0 | -1 | -0.5 | 0.5 | 1 | True |
| 32 | Real yields climb to multi-year highs as TIPS sell off | real_yields | -1 | rising real yields raise gold's opportunity cost | bearish | -1 | -0.9473 | 0.973 | 0.9484 | -1 | 8.57 | 0.0 | 0 | 0.6 | -0.8 | -1 | True |
| 33 | 10-year Treasury yield surges past 5% on supply glut | real_yields | -1 | yield spike | bearish | -1 | -0.9817 | 0.9902 | 0.983 | -1 | 8.66 | 1.0 | 1 | 0.6 | -0.8 | -1 | True |
| 34 | Rising real interest rates dim appeal of non-yielding assets | real_yields | -1 | explicit opportunity-cost story | bullish | 1 | 0.9828 | 0.9852 | 0.995 | 1 | 8.47 | 0.0 | 0 | 0.5 | -0.7 | -1 | True |
| 35 | Treasury yields sink as investors flock to bonds | real_yields | 1 | falling yields support gold | bullish | 1 | 0.9874 | 0.9899 | 0.995 | 1 | 8.09 | 0.0 | 0 | -0.5 | 0.6 | 1 | True |
| 36 | Real yields turn negative as inflation outpaces rates | real_yields | 1 | negative real yields are gold's best backdrop | bullish | 1 | 0.9696 | 0.9821 | 0.9748 | 1 | 8.28 | 0.0 | 0 | -0.6 | 0.8 | 1 | True |
| 37 | Bond rally drives 10-year yield to lowest level in a year | real_yields | 1 | falling yields | bullish | 1 | 0.9771 | 0.9878 | 0.9786 | 1 | 8.6 | 1.0 | 1 | -0.5 | 0.6 | 1 | True |
| 38 | Geopolitical tensions escalate in Middle East, investors seek safety | safe_haven | 1 | safe-haven bid | bullish | 1 | 0.9904 | 0.9921 | 0.9966 | 1 | 8.57 | 0.0 | 0 | -0.7 | 0.8 | 1 | True |
| 39 | Stocks crater worldwide as banking crisis fears spread | safe_haven | 1 | crisis flight to safety | bullish | 1 | 0.9854 | 0.9883 | 0.9942 | 1 | 8.17 | 0.0 | 0 | -0.8 | 0.9 | 1 | True |
| 40 | Escalating conflict drives flight to safe-haven assets | safe_haven | 1 | explicit haven flow | bullish | 1 | 0.9868 | 0.9917 | 0.9902 | 1 | 8.37 | 0.0 | 0 | -0.7 | 0.8 | 1 | True |
| 41 | Investors dump risk assets after surprise sovereign default | safe_haven | 1 | default shock | bullish | 1 | 0.9826 | 0.988 | 0.989 | 1 | 8.11 | 0.0 | 0 | -0.8 | 0.9 | 1 | True |
| 42 | Military escalation on NATO border rattles global markets | safe_haven | 1 | geopolitical stress | bullish | 1 | 0.9873 | 0.9918 | 0.991 | 1 | 8.44 | 0.0 | 0 | -0.7 | 0.8 | 1 | True |
| 43 | Wall Street plunges 4% in worst session since pandemic | safe_haven | 1 | risk-off | bullish | 1 | 0.9913 | 0.9931 | 0.9962 | 1 | 8.58 | -1.0 | -1 | -0.8 | 0.9 | 1 | True |
| 44 | Currency crisis in emerging markets sparks contagion fears | safe_haven | 1 | contagion, haven bid | bullish | 1 | 0.9798 | 0.9819 | 0.9958 | 1 | 8.12 | 0.0 | 0 | -0.7 | 0.8 | 1 | True |
| 45 | Nuclear rhetoric intensifies, sending investors to havens | safe_haven | 1 | extreme geopolitical stress | bullish | 1 | 0.9689 | 0.9825 | 0.9728 | 1 | 8.29 | 0.0 | 0 | -0.8 | 0.9 | 1 | True |
| 46 | Ceasefire agreement lifts global markets, haven demand fades | risk_on | -1 | haven unwind | bullish | 1 | 0.9731 | 0.9776 | 0.991 | 1 | 8.34 | 0.0 | 0 | 0.6 | -0.7 | -1 | True |
| 47 | Stocks roar to record highs as trade deal signed | risk_on | -1 | risk-on drains haven demand | bullish | 1 | 0.5306 | 0.5399 | 0.9658 | 1 | 8.48 | 1.0 | 1 | 0.7 | -0.7 | -1 | True |
| 48 | Risk appetite returns as banking fears subside | risk_on | -1 | risk-on | bearish | -1 | -0.6134 | 0.7751 | 0.6548 | -1 | 8.08 | 0.0 | 0 | 0.6 | -0.6 | -1 | True |
| 49 | Global equities rally on strong earnings and easing tensions | risk_on | -1 | risk-on | bullish | 1 | 0.9092 | 0.9272 | 0.962 | 1 | 8.24 | 1.0 | 1 | 0.7 | -0.7 | -1 | True |
| 50 | Gold hits record high as central banks keep buying bullion | gold_direct | 1 | direct demand | bullish | 1 | 0.9922 | 0.9948 | 0.995 | 1 | 8.28 | 1.0 | 1 | 0.8 | 0.9 | 1 | True |
| 51 | Gold ETFs post biggest weekly inflows in three years | gold_direct | 1 | investment inflows | bullish | 1 | 0.9838 | 0.9894 | 0.9888 | 1 | 8.45 | 0.0 | 0 | 0.7 | 0.8 | 1 | True |
| 52 | China's central bank extends gold buying spree to 18th month | gold_direct | 1 | official-sector demand | bullish | 1 | 0.9923 | 0.9948 | 0.9952 | 1 | 9.01 | 0.0 | 0 | 0.6 | 0.7 | 1 | True |
| 53 | Miners struggle to meet gold demand as supply deficit widens | gold_direct | 1 | supply deficit | bullish | 1 | 0.0596 | 0.5154 | 0.0614 | 0 | 8.55 | -1.0 | -1 | 0.5 | 0.6 | 1 | True |
| 54 | Gold slides 2% as investors book profits after record run | gold_direct | -1 | profit-taking pressure | bearish | -1 | -0.9773 | 0.9852 | 0.9842 | -1 | 8.75 | -1.0 | -1 | -0.6 | -0.8 | -1 | True |
| 55 | Gold tumbles below key support as ETF outflows accelerate | gold_direct | -1 | outflows | bearish | -1 | -0.9883 | 0.9926 | 0.9916 | -1 | 8.56 | -1.0 | -1 | -0.7 | -0.9 | -1 | True |
| 56 | Bullion demand weakens as Indian jewellery buying stalls | gold_direct | -1 | physical demand soft | neutral | 0 | 0.0028 | 0.9964 | 0.9928 | 0 | 8.16 | -1.0 | -1 | -0.4 | -0.5 | -1 | True |
| 57 | Speculators slash bullish gold bets as dollar strengthens | gold_direct | -1 | positioning unwind | bearish | -1 | -0.9885 | 0.991 | 0.995 | -1 | 8.43 | 1.0 | 1 | -0.5 | -0.6 | -1 | True |
| 58 | Fed holds rates steady, signals no rate hike on the horizon | negation_traps | 1 | dovish hold; keyword layer sees the phrase rate hike and flips it gold-bearish | bullish | 1 | 0.9536 | 0.9615 | 0.9836 | 1 | 8.69 | -1.0 | -1 | 0.3 | 0.5 | 1 | True |
| 59 | Powell says no rate cuts until inflation shows sustained cooling | negation_traps | -1 | hawkish hold; keyword layer sees rate cut and calls it gold-bullish | bearish | -1 | -0.8529 | 0.9239 | 0.8572 | -1 | 8.36 | 1.0 | 1 | -0.2 | -0.3 | -1 | True |
| 60 | Recession fears fade as US data streak beats estimates | negation_traps | -1 | fading fear is risk-on; keywords see recession plus beats and cancel out | bullish | 1 | 0.2827 | 0.616 | 0.2978 | 1 | 8.3 | 0.0 | 0 | 0.4 | -0.4 | -1 | True |
| 61 | Inflation fails to accelerate, easing pressure on the Fed | negation_traps | 1 | disinflation opens door to cuts | bullish | 1 | 0.971 | 0.9754 | 0.9912 | 1 | 8.33 | 1.0 | 1 | 0.3 | 0.4 | 1 | True |
| 62 | Fed's Bowman: not yet confident inflation is beaten, cuts premature | negation_traps | -1 | hawkish pushback phrased around negations | bearish | -1 | -0.8495 | 0.9181 | 0.861 | -1 | 8.63 | 0.0 | 0 | -0.4 | -0.5 | -1 | True |
| 63 | Central bank stops short of hiking, but warns tightening may resume | negation_traps | -1 | hawkish hold with tightening bias | bearish | -1 | -0.4162 | 0.6867 | 0.4348 | -1 | 8.66 | -1.0 | -1 | -0.3 | -0.4 | -1 | True |
| 64 | No safe-haven bid for gold despite equity wobble, analysts say | negation_traps | -1 | explicitly negated haven demand | bearish | -1 | -0.9146 | 0.9417 | 0.9442 | -1 | 8.83 | 0.0 | 0 | -0.3 | -0.4 | -1 | True |
| 65 | Jobs report not as weak as feared, dollar recovers | negation_traps | -1 | less-bad data is dollar-positive | bearish | -1 | -0.8322 | 0.9077 | 0.8464 | -1 | 8.27 | 0.0 | 0 | 0.3 | -0.4 | -1 | True |
| 66 | US manufacturing output plunges as new orders dry up | inverted_metrics | 1 | weak economy is dovish/gold-bullish; keyword layer reads plunges as bearish | bullish | 1 | 0.9016 | 0.9044 | 0.9938 | 1 | 8.31 | -1.0 | -1 | -0.5 | 0.5 | 1 | True |
| 67 | US factory activity slumps to three-year low | inverted_metrics | 1 | weak data; keyword reads slumps as bearish | bullish | 1 | 0.9392 | 0.9413 | 0.9954 | 1 | 8.34 | -1.0 | -1 | -0.5 | 0.5 | 1 | True |
| 68 | Consumer spending falls for third straight month | inverted_metrics | 1 | weak data; keyword reads falls as bearish | bullish | 1 | 0.9721 | 0.9748 | 0.9944 | 1 | 7.97 | -1.0 | -1 | -0.5 | 0.5 | 1 | True |
| 69 | Private payrolls growth slides to weakest pace since 2020 | inverted_metrics | 1 | weak jobs; keyword reads slides as bearish | bullish | 1 | 0.987 | 0.9892 | 0.9956 | 1 | 8.48 | -1.0 | -1 | -0.5 | 0.5 | 1 | True |
| 70 | Jobless claims hit two-year high as layoffs spread | inverted_metrics | 1 | higher claims = weaker economy = gold-bullish | bullish | 1 | 0.2697 | 0.2939 | 0.8478 | 1 | 8.46 | 0.0 | 0 | -0.5 | 0.5 | 1 | True |
| 71 | US unemployment rate hits 4.5%, highest since 2021 | inverted_metrics | 1 | higher unemployment = dovish = gold-bullish | bullish | 1 | 0.4816 | 0.7397 | 0.4826 | 1 | 8.51 | 0.0 | 0 | -0.6 | 0.6 | 1 | True |
| 72 | Lakers clinch playoff berth with overtime win over Suns | distractors | 0 | irrelevant | neutral | 0 | 0.0123 | 0.9868 | 0.9736 | 0 | 8.32 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 73 | New Marvel film smashes box office records on opening weekend | distractors | 0 | irrelevant | neutral | 0 | 0.0062 | 0.9932 | 0.9864 | 0 | 8.35 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 74 | Apple unveils thinner MacBook with faster chip lineup | distractors | 0 | irrelevant | neutral | 0 | 0.0012 | 0.9984 | 0.9968 | 0 | 8.14 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 75 | Scientists discover new deep-sea species off Pacific coast | distractors | 0 | irrelevant | neutral | 0 | 0.0038 | 0.9959 | 0.9918 | 0 | 8.3 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 76 | Heavy rain forecast for the Midwest through the weekend | distractors | 0 | irrelevant | neutral | 0 | 0.0455 | 0.9403 | 0.8806 | 0 | 8.26 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 77 | Streaming service raises subscription prices in Europe | distractors | 0 | irrelevant | neutral | 0 | 0.0004 | 0.9986 | 0.9972 | 0 | 7.98 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 78 | Electric vehicle startup recalls 12,000 cars over software glitch | distractors | 0 | irrelevant | neutral | 0 | 0.0008 | 0.999 | 0.998 | 0 | 8.49 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |
| 79 | Local elections see record turnout in several US states | distractors | 0 | irrelevant | neutral | 0 | 0.0241 | 0.9692 | 0.9384 | 0 | 8.3 | 0.0 | 0 | 0.0 | 0.0 | 0 | True |