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1Input:
2“Alphabet reported a 12% rise in revenue driven by cloud growth. Advertising segments remained stable despite macroeconomic pressures. CFO noted increased investment in AI R&D…”
3
4Output:
5- Alphabet revenue up 12%, driven by cloud
6- Advertising remains stable amid economic pressures
7- Increased AI investment noted by CFO
8
9---
10
11## Strengths
12
13- Fine-tuned specifically for **financial language and structure**
14- Supports both extractive and abstractive summarization
15- Useful for automating investor briefings and compliance review support
16
17---
18
19## Limitations
20
21- May miss subtle tone shifts in earnings calls (e.g., cautious vs optimistic)
22- Not designed for legal or regulatory compliance summaries
23- Subject to hallucinations or over-simplification—**always review critical content**
24
25---
26
27## Model Architecture
28
29- Base: `google/pegasus-cnn_dailymail`
30- Fine-tuned dataset: Financial documents and market reports
31- Max input length: 512 tokens
32- Output style: Bullet point or short paragraph summaries
33
34---
35
36## License
37
38MIT License — free to use, distribute, and adapt.
39
40---
41
42## Authorship Note
43
44This documentation card was authored by [Sarah Mancinho](https://huggingface.co/Sarah-h-h) as part of a contribution to open-source AI literacy and transparent LLM deployment.
45
46Original model by: [human-centered-summarization](https://huggingface.co/human-centered-summarization/financial-summarization-pegasus)
47
48---
49
50## Citation