Fix title and rebuttal passing via gr.State instead of hidden textboxes

Fix polarity display and title rendering on HF Spaces

Improve title extraction logic in fetch_reviews_from_openreview_link function for better fallback handling

Refactor toggle_display_mode function for improved clarity and performance in Demo.py

Add success handler for display mode toggle in Demo.py and improve title fetching fallback in interactive_processor.py

Implement dark mode theme overrides to match light mode appearance in Demo.py

Remove forced light theme script from Gradio initialization in Demo.py

Add script to enforce light theme before Gradio initialization

Update light theme handling in Demo.py for proper Gradio redirection

Remove forced light theme CSS overrides from Demo.py

Force light theme in Demo.py to override dark mode settings

Force light theme on HF Spaces

Skip ensure_device on ZeroGPU: GPU managed transparently by spaces library

Force CPU on ZeroGPU: CUDA init not allowed in main process

Add @spaces.GPU decorated functions for ZeroGPU compatibility

Disable server-side rendering for demo launch

Refactor process_interactive_reviews_fast to use string keys for thread states and add UUID

Remove GPU decorator from process_interactive_reviews_fast for streamlined processing

Refactor model references and enhance ZeroGPU support; update README and requirements for HF

[Improvement - alpha] Implement RSARerankingCached for improved efficiency in interactive review processing; update import in interactive_processor.py to use cached version.

Enhance interactive review processing by adding thread management for polarity and topic predictions; set optimal thread count for SLURM environments; update loss function to ignore padding tokens.

Add interactive legend HTML reset on new submission in Demo.py

Add timing metrics for model loading and processing in interactive review; optimize polarity and topic prediction with batch processing; Remove threading for polarity and topic (huge CPU slowdown)

Reduce max_length for model inputs to 256 tokens for improved performance; add BetterTransformer support for CPU speedup in interactive review processing.

Refactor toggle button styles and enhance paper title heading in Demo.py; improve layout for better visibility and user interaction.

Enhance jump button functionality and add color legends for polarity and topic modes in Demo.py; improve layout and styling for better user experience.

Add unified review card builder and format rebuttal as collapsible HTML in Demo.py

Enhance interactive review processing in Demo.py; embed rebuttal HTML in review cards and improve progress display messages.

Refactor results section layout in Demo.py; improve vertical spacing and remove unnecessary wrapper for progress bars.

Refactor progress bar HTML for agreement and polarity computations; enhance ETA and elapsed time display in agreement progress function.

Add progress tracking for RSA computation in background and interactive processor

Add jump-to buttons and agreement progress bar in Demo.py; refactor review fetching in interactive_processor.py

[Code Review] Enhance Demo.py and interactive_processor.py:

Adjust agreement amplification settings in Demo.py for consistent color representation; Update gitignore.

Refactor and streamline review card rendering: consolidate HTML generation into a single function for collapsible cards and streamline rendering logic in review and agreement sections.

Add common themes formatting: normalize polarity, group sentences by topic, and render polarity breakdown for improved review insights.

Add Expand/Collapse functionality for reviews and rebuttals, enhance HTML rendering for improved formatting, default to light mode

Add Expand/Collapse toggle for author responses in review section

Fix UI elements: set default choice to "No Highlighting" and load initial data for pre-processed tab on page load.

Enhance RSA data handling: parse listener/speaker distributions from CSV, integrate into review metadata, and update visualization logic for improved agreement representation.

Update pre-processed tab to have a consistent design as interactive tab.

Enhance opacity calculation in render_agreement_html: suppress blue opacity for highly concentrated listener responses to improve visual clarity.

Refactor summary card rendering: remove _find_corresponding function, streamline HTML structure, and enhance collapsible elements for author responses and divergent opinions.

Add semantic similarity detection for sentences: implement _find_corresponding function to identify similar sentences across reviews and enhance summary card rendering with corresponding sentence matches.

Refactor summary card rendering: enhance review source badges, improve listener entropy ranking for common sentences, and streamline opacity calculations for agreement visualization.

Add informativeness computation and enhance RSA processing: implement sentence ranking by informativeness and uniqueness, and improve HTML rendering for agreement and divergence summaries.

Add centralized sentence filtering for RSA and polarity scoring; enhance interactive review processor to filter noise sentences and improve summary card formatting

Enhance score normalization in interactive review processor: implement robust median-centered, IQR-scaled clipping to improve color scale handling

Enhance paper title handling: load titles from raw data CSVs for improved metadata accuracy in reviews

Update model loading to prioritize local trained models for improved accuracy; adjust configuration for model paths and fallback options