Core Insights - The report concludes that both DeepSeek V3.2 and Gemini 3 Pro possess certain technical analysis capabilities, with Gemini showing superior usability and accuracy in identifying market trends and trading points [1][3]. Group 1: Technical Analysis Capabilities - Both models demonstrate a foundational understanding of technical analysis, effectively identifying patterns and structures in limited candlestick data [2][3]. - Gemini 3 Pro excels in recognizing complex relationships and patterns, providing clear and logical outputs, while DeepSeek V3.2 also performs well but with some discrepancies in finer details [2][3]. - The evaluation of both models is based on a controlled testing environment, ensuring fairness in data sources, task instructions, and assessment criteria [2][17]. Group 2: Performance Comparison - In analyzing established market trends, both models show systematic approaches, but they differ in their classification of market structures, leading to variations in their conclusions [3][41]. - Gemini 3 Pro has been noted for its superior predictive capabilities, particularly in identifying key market turning points and trends, aligning closely with actual market movements [3][41]. - The report highlights specific instances where Gemini's predictions were more accurate compared to DeepSeek, particularly in the context of market dynamics and trading strategies [3][41]. Group 3: Data and Methodology - The testing utilized standardized OHLC price data from the Shanghai Composite Index, ensuring consistency across both models [2][17]. - The core instructions for both models were identical, focusing on the execution of technical analysis tasks in a structured manner [2][17]. - The evaluation framework included multiple layers, assessing basic rule adherence, recursive structure analysis, dynamic judgment capabilities, and overall coherence of outputs [13][14].

Global Market Overview - The overseas markets showed mixed performance from December 8 to December 12, 2025, with Japan and South Korea leading gains, as the Korean Composite Index and the Tokyo Stock Exchange Index both rose over 1.5% [2][7] - The US stock market saw declines across all indices except for the Dow Jones Industrial Average, with the Nasdaq 100 leading the drop at -1.93% [2][7] - Overall valuation changes were moderate, with significant PE expansion observed only in the Nikkei 225 (+1.65x) and the Korean Composite Index (+3.83x), while other indices saw changes not exceeding 1x [2][7] A-share Market Analysis - A-shares exhibited mixed performance with slight valuation contraction from December 8 to December 12, 2025. The CSI 500 index was the only one to exceed a 1% increase at +1.01%, while the SSE 50 and CSI 100 saw minor declines of -0.25% and -0.13% respectively [2][30] - Growth stocks outperformed value stocks, with mid-cap growth leading at +1.46% and mid-cap value lagging at -1.94% [2][30] - As of December 12, 2025, major A-share indices' PE, PB, and PS ratios were positioned within the 72%-86% percentile range for the past year, indicating a favorable valuation for large-cap value stocks [2][31] Industry Performance - The week saw more declines than gains across primary industries, with upstream resources experiencing significant pullbacks and downstream consumption sectors declining across the board [2][52] - The TMT sector showed relative resilience, particularly in electronics (+2.63%) and telecommunications (+6.27%), while the materials and manufacturing sectors displayed notable internal divergence [2][52] - Valuations generally contracted alongside stock prices, with the computer and real estate sectors experiencing PE contractions exceeding 1x, while defense and military (+2.29x), electronics (+1.88x), and telecommunications (+2.88x) saw significant PE expansions [2][52] Valuation Comparisons - The telecommunications sector exhibited the highest valuation attractiveness, with rolling 1-year, 3-year, and 5-year valuation percentiles averaging 98.35%, 99.45%, and 99.67% respectively [2][31] - The consumer sectors, including social services, beauty care, food and beverage, and agriculture, displayed relatively high valuation attractiveness, with average valuation percentiles of 49.21%, 18.22%, 23.75%, and 49.28% respectively [2][52] Emerging Industries - Most emerging industries saw gains, with nuclear power leading at +4.44%. The digital economy sectors, particularly 5G (+4.19%) and IDC (+3.09%), also showed significant increases [2][52] - Valuations in these sectors generally expanded, with IDC and integrated circuits experiencing PE expansions exceeding 2x, while cloud computing and biotechnology sectors saw PE contractions over 1x [2][52]

Investment Rating - The report maintains an "Outperform" rating for the agricultural products sector [4] Core Insights - The agricultural sector is expected to stabilize with grain prices bottoming out, particularly in the meat and dairy cycles [3] - The report highlights a potential upward trend in beef prices and a supportive environment for long-term pig prices due to industry adjustments [2][3] - The report emphasizes the importance of leading companies in the livestock sector, which are expected to benefit from improved cash flows and cost advantages amid industry contraction [3] Summary by Sections 1. Weekly Overview and Data Summary - The report provides a weekly summary of agricultural product fundamentals, indicating a rise in pig prices to 11.34 CNY/kg, a 2.07% increase week-on-week [13] - The average price of broiler chickens increased to 7.24 CNY/kg, reflecting a 2.26% week-on-week rise [14] 2. Fundamental Tracking 2.1 Swine - The report notes that the swine industry is undergoing a restructuring, which is expected to support long-term profitability [13] - The average price of piglets is reported at 219.52 CNY/head, up 1.21% week-on-week [13] 2.2 Poultry - The supply of broiler chickens has slightly increased, with a focus on seasonal consumption recovery [14] - The price of chicken eggs in major production areas is reported at 3.09 CNY/jin, a 3.00% increase week-on-week [14] 2.3 Beef - A new round of beef price increases is anticipated, with the price of fattened bulls at 25.40 CNY/kg, reflecting a 0.79% increase week-on-week [2][14] - The average market price for beef is reported at 61.06 CNY/kg, stable week-on-week but up 21.51% year-on-year [2][14] 2.4 Dairy - The report suggests that the reduction of dairy cows in the fourth quarter may accelerate, potentially leading to a price turning point for raw milk [2] 2.5 Feed - The report indicates that the industrialization of livestock farming is deepening, with leading feed companies expected to enhance their competitive advantages [3] 2.6 Other Commodities - The report discusses the supply-demand balance for corn, indicating a moderate price increase potential, with the current price at 2313 CNY/ton, a 0.13% increase week-on-week [2][14] - The report also notes that rubber prices are expected to stabilize in the short term, with a current price of 1825 USD/ton [2] 3. Company Profit Forecasts and Investment Ratings - Key companies such as YouRan Agriculture and Modern Agriculture are rated as "Outperform" with respective prices of 4.30 CNY and 1.38 CNY [4] - Mu Yuan Co. is highlighted with a projected EPS of 3.57 CNY for 2025, maintaining an "Outperform" rating [4]

Group 1: Copper Price Surge - Recent global copper prices have reached historic highs, with SHFE copper closing at 94,020 CNY/ton and LME copper at 11,952 USD/ton[1] - Structural supply shortages in global copper mining are the core reason for price increases, with production accidents in Chile and Indonesia causing a 6.5% year-on-year decline in output from the top 20 copper mines in Q3[1] - Self-imposed production cuts in smelting further exacerbate supply tightness, with China's CSPT announcing a reduction of over 10% in copper production capacity for 2026[1] Group 2: Demand and Macroeconomic Factors - The macroeconomic environment is supportive, with increasing expectations for a Federal Reserve rate cut in 2026, enhancing the investment appeal of commodities[1] - Long-term copper price increases are driven by structural changes and rigid growth in demand, particularly in the renewable energy sector, where copper usage in electric vehicles is 2-3 times that of traditional vehicles[1] - The International Copper Study Group predicts that annual demand in the renewable sector will exceed 10 million tons by 2030[1] Group 3: Market Overview - From December 6 to December 13, the CSI 300 index fell by 0.08%, the Hang Seng index by 0.42%, and the S&P 500 by 0.63%[2] - In commodities, SHFE rebar fell by 2.65%, while LME copper rose by 1.47%[2] - The gold-silver ratio decreased to 67.39, while the copper-oil ratio increased to 205.72, reflecting changing asset valuations[2]

1. Report Industry Investment Rating No information about the report industry investment rating is provided in the content. 2. Core Viewpoints - The bond market is likely to fluctuate. The economic stabilization since Q4 last year was mainly due to central government leverage - up. With no additional treasury bond issuance this Q4, government bond financing growth is expected to decline rapidly, and the domestic economy will still face pressure. The Party Central Committee will focus more on high - quality development in 2026, and the importance of "seeking progress while maintaining stability" in economic aggregate has been adjusted down. Also, the absolute interest rate level is low, the market is desensitized to positive factors, and investor sentiment is weak recently [2][3][13] - For the 30 - year treasury bond, as of December 12, the spread between the 30 - year and 10 - year treasury bonds was 41BP, at a historically low level. The 30 - 10 spread has widened again this week, close to the October high, and is expected to face short - term pressure [2][13] - For the 20 - year CDB bond, as of December 12, the spread between the 20 - year CDB bond and the 20 - year treasury bond was 15BP, at a historically extremely low position. Considering the short - term bond market fluctuations, the spread of the 20 - year CDB bond is expected to fluctuate within a narrow range [3][14] 3. Summary by Directory 3.1 Super - long Bond Review - Last week, the Central Economic Work Conference and the Political Bureau Meeting were held. The policy intensity was generally lower than market expectations, the bond market rebounded from the bottom, but on Friday, the market worried about super - long bond supply, and the gains of the 30 - year treasury bond were quickly reversed. Overall, the bond market fluctuated greatly and slightly recovered [1][4][12] - Last week, the trading activity of super - long bonds slightly declined but remained very active. The term spread of super - long bonds flattened, and the variety spread widened [1][12] 3.2 Super - long Bond Investment Outlook - **30 - year Treasury Bond**: The spread between the 30 - year and 10 - year treasury bonds was 41BP as of December 12, at a historically low level. The domestic economic data in October showed increased downward pressure, with the estimated GDP growth rate of about 4.2% year - on - year, a 1.1% decline from September. In November, CPI was 0.7% and PPI was - 2.2%, and the deflation risk was alleviated [2][13] - **20 - year CDB Bond**: The spread between the 20 - year CDB bond and the 20 - year treasury bond was 15BP as of December 12, at a historically extremely low position. Similar to the 30 - year treasury bond, the domestic economic situation in October was under pressure, and inflation data showed deflation risk alleviation [3][14] 3.3 Super - long Bond Basic Overview - As of November 30, the balance of remaining super - long bonds was 24.3 trillion, accounting for 15.1% of the total bond balance. Local government bonds and treasury bonds were the main varieties. By variety, treasury bonds accounted for 26.8%, local government bonds 67.8%, etc. By remaining term, the 30 - year variety had the highest proportion [15] 3.4 Primary Market - **Weekly Issuance**: Last week (December 8 - 12, 2025), the issuance of super - long bonds surged, with a total of 385.2 billion yuan. By variety, treasury bonds accounted for 350 billion, local government bonds 34.7 billion, etc. By term, 15 - year bonds accounted for 353.1 billion, 20 - year 22.4 billion, 30 - year 9.7 billion [21] - **This Week's Planned Issuance**: The announced super - long bond issuance plan this week is 2.03 billion yuan, all of which are super - long local government bonds [26] 3.5 Secondary Market - **Trading Volume**: Last week, super - long bonds were very actively traded, with a turnover of 1230.2 billion yuan, accounting for 14.1% of the total bond turnover. By variety, super - long treasury bonds accounted for 41.9% of the total treasury bond turnover, super - long local bonds 47.9% of the total local bond turnover, etc. The trading activity slightly declined, but the turnover increased by 95.6 billion yuan, and the proportion decreased by 0.5% [30] - **Yield**: After the Central Economic Work Conference and the Political Bureau Meeting last week, the bond market rebounded but then faced supply concerns. The yields of 15 - year, 20 - year, 30 - year, and 50 - year treasury bonds changed by - 1BP, - 2BP, - 1BP, and 0BP to 2.12%, 2.24%, 2.25%, and 2.46% respectively. Similar data is available for CDB bonds, local bonds, and railway bonds [41] - **Spread Analysis**: - **Term Spread**: Last week, the term spread of super - long bonds flattened, and the absolute level was low. The 30 - 10 year spread of benchmark treasury bonds was 41BP, unchanged from the previous week, at the 25% quantile since 2010 [51] - **Variety Spread**: Last week, the variety spread of super - long bonds widened, and the absolute level was low. The spread between the 20 - year CDB bond and the treasury bond was 15BP, and the spread between the 20 - year railway bond and the treasury bond was 22BP, changing by 1BP and 6BP respectively from the previous week, at the 13% and 17% quantiles since 2010 [52] 3.6 30 - year Treasury Bond Futures - Last week, the main contract TL2603 of the 30 - year treasury bond futures closed at 112.47 yuan, with a decline of 0.00%. The total trading volume was 684,300 lots (- 22,523 lots), and the open interest was 142,600 lots (- 2,964 lots). The trading volume and open interest slightly decreased compared to the previous week [56]

证券研究报告 | 2025年12月14日 2025年12月13日 2025年12月14日 港股市场速览 优于大市 价格略有回撤，盈利预期向好 本周，恒生指数估值（动态预期 12 个月正数市盈率，后同）+0.9%至 11.8x； 恒生综指估值-1.6%至 11.7x。 主要概念指数估值分化。上升幅度较大的是恒生互联网（+1.8%至 18.5x）； 下降幅度较大的是恒生高股息（-4.0%至 7.4x）。 国信海外选股策略估值多数下降。上升的主要有红利贵族 50（+0.2%至 13.6x）；下降幅度较大的是自由现金流 30（-4.6%至 10.1x）。 4 个行业估值上升，25 个行业估值下降，1 个基本持平。估值上升的主要有： 农林牧渔（+3.7%）、电力及公用事业（+1.7%）、消费者服务（+0.9%）、 医药（+0.1%）；估值下降的主要有：国防军工（-8.7%）、综合（-8.3%）、 基础化工（-7.7%）、煤炭（-7.6%）、钢铁（-5.9%）。 股价表现：多数行业与风格回撤 本周，恒生指数-0.4%，恒生综指-0.5%。风格方面，大盘（恒生大型股-0.1%） ＞中盘（恒生中型股-1.8%）＞小盘（恒生小 ...

Investment Rating - The report maintains a "Weaker than the market" investment rating for the U.S. stock market [4]. Core Insights - The overall market is being dragged down by the technology sector, with the S&P 500 declining by 0.6% and the Nasdaq by 1.6% this week [1]. - Small-cap value stocks outperformed large-cap value and growth stocks, indicating a shift in investor preference [1]. - 14 sectors saw gains while 10 sectors experienced declines, with insurance and consumer services leading the gains [1]. Summary by Sections 1. Market Performance - The S&P 500 closed at 6,827, down 0.6% for the week, while the Nasdaq Composite fell 1.6% [11]. - Small-cap value (Russell 2000 Value) increased by 2.0%, outperforming large-cap growth (Russell 1000 Growth), which decreased by 1.6% [1]. 2. Fund Flows - The estimated fund flow for S&P 500 constituents was -$72.0 billion this week, a significant drop from the previous week's +$71.8 billion [2]. - Key sectors with inflows included capital goods (+$10.9 billion) and consumer services (+$3.9 billion), while semiconductor products saw the largest outflow at -$61.9 billion [2]. 3. Earnings Forecast - The earnings per share (EPS) forecast for S&P 500 constituents was adjusted upward by 0.4% this week, following a 0.3% increase last week [3]. - Notable upward revisions were seen in the semiconductor sector (+2.2%) and materials (+0.6%), while energy saw a downward revision of -0.5% [3]. 4. Valuation Levels - The report indicates a mixed valuation landscape across sectors, with some sectors like semiconductors showing strong growth potential while others like telecommunications are underperforming [18].

Financial Data Overview - In November, China's new social financing (社融) reached 2.49 trillion yuan, exceeding the expected 2.02 trillion yuan[2] - New RMB loans amounted to 390 billion yuan, lower than the expected 504.3 billion yuan[2] - M2 growth year-on-year was 8.0%, slightly below the expected 8.2%[2] Economic Insights - The financial data indicates stabilization in total volume with structural differentiation, as social financing growth remained steady at 8.5% month-on-month[5] - Corporate loans showed marginal improvement, with non-standard and direct financing rebounding significantly, suggesting a potential bottoming out of manufacturing investment sentiment[5] - Government deposits decreased significantly year-on-year, indicating an acceleration in government spending, which is crucial for supporting the economy[5] Credit and Loan Analysis - Credit data remains weak, with five consecutive months of year-on-year declines, particularly in household loans, which decreased by 476.3 billion yuan[5][14] - New corporate loans increased by 610 billion yuan year-on-year, with short-term loans rising by 1 trillion yuan, indicating improved corporate financing demand[12] - Household loans showed a negative growth of 206.3 billion yuan, reflecting low consumer and housing demand[14] Financing Structure - Government bond financing increased by 1.2 trillion yuan, becoming the main source of social financing growth for the month[16] - Direct corporate financing reached 451.1 billion yuan, up 170.2 billion yuan year-on-year, with credit bonds contributing significantly[18] - The overall financing structure indicates a shift towards non-standard and direct financing, which has been more resilient compared to traditional bank loans[5][18] Monetary Indicators - Total deposits increased by 1.41 trillion yuan, but this was a decrease of 760 billion yuan year-on-year, with M2 growth continuing to decline[22] - M1 growth rate fell to 4.9%, reflecting limited changes in actual monetary circulation[22] - The widening gap between M2 and M1 growth rates indicates a potential liquidity issue in the economy[22]

Economic Policy Shift - The focus of economic policy is shifting from "total growth" to "structural optimization" for 2026[1] - "High-quality development" is now prioritized over "seeking progress while maintaining stability" in policy statements[1] - The introduction of a national unified market regulation aims to enhance market efficiency and address "involution" competition[1] Investment and Consumption - Investment strategies will emphasize "new quality productivity," focusing on technology innovation, digitalization, and green upgrades[1] - The structure of demand is shifting from a single focus on consumption to a dual focus on consumption and investment[1] - Specific measures include increasing central budget investments and optimizing special bonds to stabilize investment[2] Economic Indicators - Fixed asset investment has decreased by 1.70% year-on-year[4] - Retail sales increased by 2.90% year-on-year, while exports rose by 5.90% year-on-year[4] - M2 money supply growth is at 8.00%[4] Fiscal and Monetary Policy - The broad fiscal deficit is projected to be between 12.5 trillion and 13 trillion yuan for 2026, up from 11.86 trillion yuan in 2025[39] - Fiscal policy will maintain a high deficit rate, with special bonds and government bonds expected to increase[2] - Monetary policy will remain "moderately loose" but will focus on structural guidance and maintaining adequate liquidity[2]

证券研究报告 | 2025年12月13日 AI 赋能资产配置(三十二) AI 如何赋能财经信息"聚合提纯"？ 策略研究·策略解读 | 证券分析师： | 王开 | 021-60933132 | wangkai8@guosen.com.cn | 执证编码：S0980521030001 | | --- | --- | --- | --- | --- | | 证券分析师： | 陈凯畅 | 021-60375429 | chenkaichang@guosen.com.cn | 执证编码：S0980523090002 | 事项： ①AI 大模型在金融信息处理领域的应用持续深化，为解决信息过载、分析成本高的行业痛点提供了技术支 撑。基于 LLM 的自动化财经情报工具 Wide-Research-for-Finance 通过整合多源数据与智能分析能力，为个 人投资者及小型研究团队提供了轻量化、高性价比的信息解决方案。②该工具以两阶段处理机制为核心， 先通过标题快速筛选每小时采集的 200+条新闻，再依托 DeepSeek 大模型完成情绪识别、实体提取、事件 分类与影响评估，同步生成结构化报告，支持本地部署与自定义数据源扩展， ...