# Real-Time Summarization of Twitter

arXiv: https://arxiv.org/abs/2407.08125 · HTML: https://mlsanity.com/paper/2407.08125/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 16 of its 34 references that are in the map.
- First posted on arXiv 11 Jul 2024.

## Builds on (most cited first, 16 of 16)

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- [A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction](https://mlsanity.com/paper/2208.10240/) (2022)
- [Disinformation Detection: An Evolving Challenge in the Age of LLMs](https://mlsanity.com/paper/2309.15847/) (2023)
- [MmAP : Multi-modal Alignment Prompt for Cross-domain Multi-task Learning](https://mlsanity.com/paper/2312.08636/) (2023)
- [Attention-Enhancing Backdoor Attacks Against BERT-based Models](https://mlsanity.com/paper/2310.14480/) (2023)
- [GAIA: A Transfer Learning System of Object Detection that Fits Your Needs](https://mlsanity.com/paper/2106.11346/) (2021)
- [Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models](https://mlsanity.com/paper/2402.10884/) (2024)
- [Automatic News Generation and Fact-Checking System Based on Language Processing](https://mlsanity.com/paper/2405.10492/) (2024)
- [A Comparative Study on Enhancing Prediction in Social Network Advertisement through Data Augmentation](https://mlsanity.com/paper/2404.13812/) (2024)
- [Adaptive speed planning for Unmanned Vehicle Based on Deep Reinforcement Learning](https://mlsanity.com/paper/2404.17379/) (2024)
- [Localization Through Particle Filter Powered Neural Network Estimated Monocular Camera Poses](https://mlsanity.com/paper/2404.17685/) (2024)
- [Solution for Large-Scale Hierarchical Object Detection Datasets with Incomplete Annotation and Data Imbalance](https://mlsanity.com/paper/1810.06208/) (2018)
- [Beyond Bounding Box: Multimodal Knowledge Learning for Object Detection](https://mlsanity.com/paper/2205.04072/) (2022)
- [Visual Encoding and Debiasing for CTR Prediction](https://mlsanity.com/paper/2205.04168/) (2022)

## Built on by (most cited first, 1 of 1)

- [Enhanced Credit Score Prediction Using Ensemble Deep Learning Model](https://mlsanity.com/paper/2410.00256/) (2024)

## Abstract (arXiv)

In this paper, we describe our approaches to TREC Real-Time Summarization of Twitter. We focus on real time push notification scenario, which requires a system monitors the stream of sampled tweets and returns the tweets relevant and novel to given interest profiles. Dirichlet score with and with very little smoothing (baseline) are employed to classify whether a tweet is relevant to a given interest profile. Using metrics including Mean Average Precision (MAP, cumulative gain (CG) and discount cumulative gain (DCG), the experiment indicates that our approach has a good performance. It is also desired to remove the redundant tweets from the pushing queue. Due to the precision limit, we only describe the algorithm in this paper.