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Dec. 8 (GMT+4)
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9:00-9:10Opening
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9:10-9:45Keynote: Knowledge-Based News Event Analysis and Forecasting
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9:45-10:00Overview of Recent FinNLP Studies
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10:00-10:15Contextualizing Emerging Trends in Financial News Articles
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10:15-10:30AstBERT: Enabling Language Model for Financial Code Understanding with Abstract Syntax Trees
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10:30-11:00Morning Coffee Break
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11:00-11:15TweetFinSent: A Dataset of Stock Sentiments on Twitter
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11:15-11:30Stock Price Volatility Prediction: A Case Study with AutoML
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11:30-11:45Learning Better Intent Representations for Financial Open Intent Classification
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11:45-12:00Exploring Robustness of Prefix Tuning in Noisy Data: A Case Study in Financial Sentiment Analysis
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12:00-12:15Disentangled Variational Topic Inference for Topic-Accurate Financial Report Generation
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12:15-12:30Toward Privacy-preserving Text Embedding Similarity with Homomorphic Encryption
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12:30-14:00Lunch Break
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14:00-14:15DigiCall: A Benchmark for Measuring the Maturity of Digital Strategy through Company Earning Calls
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14:15-14:30A Taxonomical NLP Blueprint to Support Financial Decision Making through Information-Centred Interactions
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14:30-14:40ERAI Shared Task Overview: Evaluating the Rationales of Amateur Investors
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14:40-14:50PromptShots at the FinNLP-2022 ERAI Task: Pairwise Comparison and Unsupervised Ranking
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14:50-15:00LIPI at the FinNLP-2022 ERAI Task: Ensembling Sentence Transformers for Assessing Maximum Possible Profit and Loss from Online Financial Posts
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15:00-15:10DCU-ML at the FinNLP-2022 ERAI Task: Investigating the Transferability of Sentiment Analysis Data for Evaluating Rationales of Investors
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15:10-15:20UOA at the FinNLP-2022 ERAI Task: Leveraging the Class Label Description for Financial Opinion Mining
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15:20-15:30aiML at the FinNLP-2022 ERAI Task: Combining Classification and Regression Tasks for Financial Opinion Mining
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15:30-16:00Afternoon Coffee Break
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16:00-16:10Yet at the FinNLP-2022 ERAI Task: Modified models for evaluating the Rationales of Amateur Investors
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16:10-16:20LDPP at the FinNLP-2022 ERAI Task: Determinantal Point Processes and Variational Auto-encoders for Identifying High-Quality Opinions from a pool of Social Media Posts
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16:20-16:30Jetsons at the FinNLP-2022 ERAI Task: BERT-Chinese for mining high MPP posts
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16:30-16:42DialogueGAT: A Graph Attention Network for Financial Risk Prediction by Modeling the Dialogues in Earnings Conference Calls
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16:42-16:54VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding
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16:54-17:06ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models
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17:06-17:18DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents
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17:18-17:30Long Text and Multi-Table Summarization: Dataset and Method
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17:32-17:42Tweet Based Reach Aware Temporal Attention Network for NFT Valuation
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17:42-17:50Closing & Best Paper Award Announcement
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