Trend: Cautiously bullish Catalysts: PM Starmer’s fiscal credibility restoring investor confidence UK economic data remains firm #CommunityAMA

Trend: Cautiously bullish Catalysts: PM Starmer’s fiscal credibility restoring investor confidence UK economic data remains firm #CommunityAMA

Technical Zone: Support: 1.1750 Resistance: 1.1880–1.1950 (psychological 1.20 a big test) #CommunityAMA

Technical Zone: Support: 1.1750 Resistance: 1.1880–1.1950 (psychological 1.20 a big test) #CommunityAMA

#CommunityAMA Related Tools and Benchmarks • ELO Ratings: AMA sometimes uses a dynamic ELO-style ranking (like in chess) based on head-to-head comparisons. • HumanEval / MT-Bench / HELM: These benchmarks also test long-form reasoning but may differ in scope or evaluation style.

#CommunityAMA Related Tools and Benchmarks • ELO Ratings: AMA sometimes uses a dynamic ELO-style ranking (like in chess) based on head-to-head comparisons. • HumanEval / MT-Bench / HELM: These benchmarks also test long-form reasoning but may differ in scope or evaluation style.

#CommunityAMA Why AMA Leaderboards Matter • They go beyond synthetic or multiple-choice benchmarks like MMLU or ARC, offering real-world challenge. • They better reflect human expectations for truthfulness, depth, and helpfulness. • Used to measure progress toward AGI-level communication skills in AI.

#CommunityAMA Why AMA Leaderboards Matter • They go beyond synthetic or multiple-choice benchmarks like MMLU or ARC, offering real-world challenge. • They better reflect human expectations for truthfulness, depth, and helpfulness. • Used to measure progress toward AGI-level communication skills in AI.

#CommunityAMA How Scoring Works: • Models are compared based on average human rating scores, typically on a 1–5 scale. • Some versions (e.g., AMA-2, AMA-3) include pairwise human preferences: humans choose which answer is better between two models. Example of Scores: Model Score (AMA-2) GPT-4-turbo 4.34 Claude 3 Opus 4.32 Gemini 1.5 Pro 4.29 (Note: Numbers are illustrative and may change as new evaluations are added.)

#CommunityAMA How Scoring Works: • Models are compared based on average human rating scores, typically on a 1–5 scale. • Some versions (e.g., AMA-2, AMA-3) include pairwise human preferences: humans choose which answer is better between two models. Example of Scores: Model Score (AMA-2) GPT-4-turbo 4.34 Claude 3 Opus 4.32 Gemini 1.5 Pro 4.29 (Note: Numbers are illustrative and may change as new evaluations are added.)

#CommunityAMA Leaderboard Rankings Who’s on the Leaderboard? • AI models from top research labs and companies (e.g., OpenAI’s GPT, Anthropic’s Claude, Google’s Gemini, Meta’s LLaMA). • Leaderboards often list performance for multiple model versions (e.g., GPT-4-turbo, Claude 3 Opus, Gemini 1.5 Pro).

#CommunityAMA Leaderboard Rankings Who’s on the Leaderboard? • AI models from top research labs and companies (e.g., OpenAI’s GPT, Anthropic’s Claude, Google’s Gemini, Meta’s LLaMA). • Leaderboards often list performance for multiple model versions (e.g., GPT-4-turbo, Claude 3 Opus, Gemini 1.5 Pro).

#CommunityAMA Evaluation Methodology Unlike traditional QA datasets that rely on exact string matches, AMA uses human evaluation, which focuses on: • Correctness: Is the answer factually accurate? • Coverage: Does the answer address all aspects of the question? • Coherence: Is the answer well-written and logically structured? • Conciseness: Is the answer as brief as possible while being complete? The human raters are often crowdworkers trained on rubric-based evaluation or expert annotators.

#CommunityAMA Evaluation Methodology Unlike traditional QA datasets that rely on exact string matches, AMA uses human evaluation, which focuses on: • Correctness: Is the answer factually accurate? • Coverage: Does the answer address all aspects of the question? • Coherence: Is the answer well-written and logically structured? • Conciseness: Is the answer as brief as possible while being complete? The human raters are often crowdworkers trained on rubric-based evaluation or expert annotators.

#CommunityAMA Datasets • AMA-1, AMA-2, and AMA-3 are successive versions of the dataset used in the leaderboard. • These include hundreds of questions sampled from: • Reddit (e.g., r/AskScience) • StackExchange • Other expert-driven Q&A platforms. Each dataset contains: • The question • A reference answer (usually written or vetted by humans) • A set of human ratings for model-generated responses.

#CommunityAMA Datasets • AMA-1, AMA-2, and AMA-3 are successive versions of the dataset used in the leaderboard. • These include hundreds of questions sampled from: • Reddit (e.g., r/AskScience) • StackExchange • Other expert-driven Q&A platforms. Each dataset contains: • The question • A reference answer (usually written or vetted by humans) • A set of human ratings for model-generated responses.

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#CommunityAMA Key Components of the AMA Leaderboards 1. Benchmark Tasks The main task in AMA benchmarks is long-form answer generation. Each model is given: • A question (open-ended, often scientific or general-knowledge based). • The model must then produce a long-form answer, ideally similar to what a domain expert or a well-informed person might write.

#CommunityAMA Key Components of the AMA Leaderboards 1. Benchmark Tasks The main task in AMA benchmarks is long-form answer generation. Each model is given: • A question (open-ended, often scientific or general-knowledge based). • The model must then produce a long-form answer, ideally similar to what a domain expert or a well-informed person might write.

#CommunityAMA What is AMA in this Context? • “AMA” stands for Ask Me Anything, inspired by Reddit’s popular format where experts or notable individuals answer open-ended questions. • In the AI context, AMA datasets are curated from real human-generated questions, which often require nuanced, in-depth answers—not simple facts.

#CommunityAMA What is AMA in this Context? • “AMA” stands for Ask Me Anything, inspired by Reddit’s popular format where experts or notable individuals answer open-ended questions. • In the AI context, AMA datasets are curated from real human-generated questions, which often require nuanced, in-depth answers—not simple facts.

Trend: Bullish but at risk of overextension Catalysts: ECB on hold; fiscal integration (e.g. Euro defense bonds) gaining traction Strong reserve demand for EUR over USD among central banks. #CommunityAMA

Trend: Bullish but at risk of overextension Catalysts: ECB on hold; fiscal integration (e.g. Euro defense bonds) gaining traction Strong reserve demand for EUR over USD among central banks. #CommunityAMA

#CommunityAMA The AMA Leaderboards (Ask Me Anything Leaderboards) are part of a competitive benchmarking initiative used to evaluate and compare the performance of AI language models on a wide range of challenging open-ended, human-judged questions, often drawn from Reddit’s r/AskScience and similar sources.

#CommunityAMA The AMA Leaderboards (Ask Me Anything Leaderboards) are part of a competitive benchmarking initiative used to evaluate and compare the performance of AI language models on a wide range of challenging open-ended, human-judged questions, often drawn from Reddit’s r/AskScience and similar sources.

#CommunityAMA Summary AMA Giveaways & Contests supercharge your sessions by making them: • 🎉 Fun and memorable • 🤝 Community-driven • 📈 Growth-oriented They reward participation, build loyalty, and increase reach, especially when designed with creativity, fairness, and audience relevance in mind.

#CommunityAMA Summary AMA Giveaways & Contests supercharge your sessions by making them: • 🎉 Fun and memorable • 🤝 Community-driven • 📈 Growth-oriented They reward participation, build loyalty, and increase reach, especially when designed with creativity, fairness, and audience relevance in mind.

#CommunityAMA Future Trends in AMA Giveaways & Contests Trend Description 🧠 AI-Personalized Prizes Prizes suggested based on participant preferences 🎲 Gamified Entry Systems Points, levels, and badges for deeper engagement 🎥 Live Draw Visualizers Real-time animations or wheels to select winners during stream 🪙 Blockchain-Verified Contests Prize distribution via smart contracts (Web3-based AMAs) 📊 Data-Driven Entry Triggers Entry linked to behavior (e.g., question quality score)

#CommunityAMA Future Trends in AMA Giveaways & Contests Trend Description 🧠 AI-Personalized Prizes Prizes suggested based on participant preferences 🎲 Gamified Entry Systems Points, levels, and badges for deeper engagement 🎥 Live Draw Visualizers Real-time animations or wheels to select winners during stream 🪙 Blockchain-Verified Contests Prize distribution via smart contracts (Web3-based AMAs) 📊 Data-Driven Entry Triggers Entry linked to behavior (e.g., question quality score)

#CommunityAMA Creative Contest Examples Contest Idea Description 📸 Photo/Video Challenge “Post your setup watching the AMA for a chance to win” 💬 Caption This AMA Moment Use a funny screenshot from the AMA as a caption challenge 📜 Pitch the Next AMA Topic Best AMA topic suggestion wins 🧠 “Did You Pay Attention?” Quiz Post-session trivia to test retention 🎭 AMA Memes Contest Funniest meme about the speaker or topic wins

#CommunityAMA Creative Contest Examples Contest Idea Description 📸 Photo/Video Challenge “Post your setup watching the AMA for a chance to win” 💬 Caption This AMA Moment Use a funny screenshot from the AMA as a caption challenge 📜 Pitch the Next AMA Topic Best AMA topic suggestion wins 🧠 “Did You Pay Attention?” Quiz Post-session trivia to test retention 🎭 AMA Memes Contest Funniest meme about the speaker or topic wins

#CommunityAMA Legal & Ethical Considerations Area Tips ✅ Age Restrictions Clarify if participants must be 18+ or meet legal requirements 🌍 Geographic Limits Some regions restrict giveaways (e.g., Quebec, Italy) 📃 Official Rules Include prize value, eligibility, method of winner selection 🛑 No Purchase Required Ensure giveaways comply with contest/gambling laws 🔒 Privacy Compliance Collect minimal data and protect participant info

#CommunityAMA Legal & Ethical Considerations Area Tips ✅ Age Restrictions Clarify if participants must be 18+ or meet legal requirements 🌍 Geographic Limits Some regions restrict giveaways (e.g., Quebec, Italy) 📃 Official Rules Include prize value, eligibility, method of winner selection 🛑 No Purchase Required Ensure giveaways comply with contest/gambling laws 🔒 Privacy Compliance Collect minimal data and protect participant info

#CommunityAMA How to Promote AMA Giveaways & Contests • ✅ In the AMA Invite/Promo Posts “Join us and win exclusive merch!” • 🎥 During the AMA Session “We’ll give away a $50 gift card to the best question at the end!” • 📧 Post-AMA Wrap-up Share winner names, highlights, and gratitude to increase FOMO for next AMA.

#CommunityAMA How to Promote AMA Giveaways & Contests • ✅ In the AMA Invite/Promo Posts “Join us and win exclusive merch!” • 🎥 During the AMA Session “We’ll give away a $50 gift card to the best question at the end!” • 📧 Post-AMA Wrap-up Share winner names, highlights, and gratitude to increase FOMO for next AMA.

Trend: Bearish bias Catalysts: Soft U.S. data (ISM, ADP) fuels Fed rate-cut expectations Political instability and record debt weighing on sentiment. #communityAMA

Trend: Bearish bias Catalysts: Soft U.S. data (ISM, ADP) fuels Fed rate-cut expectations Political instability and record debt weighing on sentiment. #communityAMA

#CommunityAMA Reward Ideas for AMA Contests Prize Type Description/Examples 🎟️ Gift Cards Amazon, Visa, platform-specific vouchers 👕 Merchandise T-shirts, mugs, stickers, exclusive swag 📚 Books & Courses Signed copies, access to paid content, educational materials 🧰 Free Tools/Software Premium account upgrades, SaaS trials 🧳 Experience-Based Meet-and-greet sessions, shout-outs, AMA co-host spots 🪙 Crypto/NFTs Popular in Web3/crypto communities

#CommunityAMA Reward Ideas for AMA Contests Prize Type Description/Examples 🎟️ Gift Cards Amazon, Visa, platform-specific vouchers 👕 Merchandise T-shirts, mugs, stickers, exclusive swag 📚 Books & Courses Signed copies, access to paid content, educational materials 🧰 Free Tools/Software Premium account upgrades, SaaS trials 🧳 Experience-Based Meet-and-greet sessions, shout-outs, AMA co-host spots 🪙 Crypto/NFTs Popular in Web3/crypto communities