SlowGuess/NeurIPS_2023_OCR huggingface dataset:
- RGB Lighting: Discussing experiences with RGB lighting setups in PC builds, sharing recommendations for RGB components, software customization, and lighting effects.
- Troubleshooting Builds: Sharing experiences and tips for troubleshootinging common issues in PC builds, helping fellow builders diagnose and solve hardware or software problems.
- Silent and Quiet PC Builds: Discussing experiences and recommendations for building silent or quiet PCs, focusing on noise reduction techniques and quiet component choices.
- Workstation Builds: Sharing experiences and insights into building PCs for professional workloads, such as video editing, 3D rendering, programming, and graphic design.
- Water-Cooling Adventures: Sharing experiences and insights into custom water-cooling loops, discussing the challenges, benefits, and performance improvements achieved.
- Unique and Custom Builds: Showcasing and discussing unique and custom PC builds, including themed builds, custom cases, or exotic cooling solutions.
- Build Planning and Component Selection: Discussing experiences with planning PC builds, researching and selecting components, considering compatibility, and balancing performance and budget.
- Modding and Case Customization: Sharing experiences with PC case modeling and customization, discussing techniques, materials, and showcasing personal projects.
- Compact and Small Form Factor Builds: Discussing experiences with building compact or small form factor PCs, sharing recommendations for mini-ITX cases, cooling solutions, and component choices.
- Home Server and NAS Builds: Sharing experiences and insights into building home servers and network-attached storage (NAS) systems, discussing storage options, software, and data management.
- Multimonitor Setups: Discussing experiences with multimonitor setups, sharing tips for optimizing productivity and gaming experiences across multiple displays.
- PC Gaming Peripherals: Sharing experiences and recommendations for gaming peripherals, such as keyboards, mice, monitors, and headsets, discussing features and personal preferences.
- summon_sign.:
- Sunbro Covenant: Embracing the Sunbro covenant and assisting fellow players with jolly cooperation, earning sunlight medals and praising the sun together.
- Fashion Souls: Sharing and showcasing unique and fashionable character builds, armor sets, and weapon combinations for aesthetic enjoyment.
- Covenant Experiences: Sharing experiences and strategies related to various in-game covenants, such as the Darkwraiths, Blades of the Darkmoon, or Forest Hunters.
- Community Creations: Showcasing community-created content, such as fan art, videos, or fan fiction, celebrating the creativity and talent within the Summon Sign community.
- Lore-friendly Builds: Discussing and sharing character builds that are aligned with specific characters or factions within the game's lore, adding immersion and roleplaying elements.
- Community Appreciation: Expressing gratitude and appreciation for the community, developers, and the overall enjoyment derived from the Dark Souls series and the cooperative multiplayer experiences.
- xbox.:
-Xbox One exclusive games such as Halo 5, Forza Horizon 4, and Gears of War 4
- Xbox One media and entertainment apps such as Netflix and Hulu
- memorable gaming moments or achievements on the Xbox console.
Purchase Xbox One online.
-Xbox Kinect motion sensor accessory
-Xbox Play Anywhere program
- Other Experience of Xbox
pittsburgh.:
- Visit the Andy Warhol Museum
- Watch a Steelers football game at Heinz Field
- Explore the Carnegie Museum of Natural History
- Ride to the top of Mount Washington on the Duquesne Incline
- Take a leisurely stroll through Phipps Conservatory and Botanical Gardens
- Experience the history of the city at the Senator John Heinz History Center
- Tour the University of Pittsburgh campus
- Attend a performance at the Benedum Center for the Performing Arts
- Take a walk along the Three Rivers Heritage Trail
- Taste pierogies, kielbasa, and other traditional Pittsburgh foods
- Admire the architecture of the Cathedral of Learning
- Explore the Pittsburgh Zoo and PPG Aquarium
Gaze in awe at the exhibits in the Carnegie Science Center
- Visit the National Aviary and get up close with tropical birds
- Check out the local art scene on Penn Avenue in the Garfield neighborhood
- Attend the Three Rivers Regatta, Pittsburgh's largest annual summer event
- Take a bike ride on the Great Allegheny Passage trail
- Ride the roller coasters at Kennywood Amusement Park
- Discover the nightlife in the South Side neighborhood
- Go shopping at the Strip District markets for locally-made goods and fresh produce.
- Others experience for pittsburgh.
metal_gear_solid.:
- Tactical Weapon Customization: Experimenting with various weapons, attachments, and equipment to tailor loadouts to different mission objectives and playstyles.
- Character Development: Witnessing the growth and development of iconic characters such as Solid Snake, Big Boss, or Raven throughout their respective story arcs.
- Stealthy Takedowns: Executing silent and non-lethal takedowns, utilizing tranquilizer darts, chokeholds, or sneaking up on enemies from behind.
- Tactical Planning: Strategizing mission approaches, analyzing enemy patrols, setting traps, and utilizing distractions to gain the upper hand.
- Memorable Characters: Developing connections with unique and memorable characters, such as Otacon, Meryl, Revolver Ocelot, or The Boss.
- Stealthy Gadgets: Utilizing gadgets and tools, such as the cardboard box, thermal goggles, or the iconic Solid Eye, to gain advantages during missions.
- Emotional Storytelling: Experiencing emotionally impactful moments within the narrative, exploring themes of loss, betrayal, loyalty, and the human cost of warfare.
- Espionage Tactics: Participating in undercover missions, gathering intelligence, infiltrating enemy bases, and sabotaging their operations.
- Lore and Mythology: Delving into the intricate lore, conspiracies, and historical events within the Metal Gear Solid universe, including topics like The Patriots or the Philosopher's Legacy.
- Groundbreaking Game Design: Appreciating the innovative gameplay mechanics, cinematic presentation, and attention to detail that have made the Metal Gear Solid series a beloved and influential franchise in the gaming industry.
- Others experience for metal_gear_solid.
H.4 StackExchange Attributes
H.4.1 Scenarios
We randomly select 5 categories in StackExchange dataset and display the corresponding scenario attributes for each category:
multiplayer.:
- Cheating/hacking in online games
- Inappropriate player behavior
- Unbalanced game mechanics
- Difficulty connecting to multiplayer servers
- Matchmaking errors
- Unresponsive or laggy gameplay
- Glitches in gameplay affecting online matches
- Difficulty finding players to match with
- Balancing player skills in matchmaking
- Disconnects and dropped connections mid-game
- Cross-platform compatibility issues
- In-game communication problems
- Difficulty managing and moderating game servers
- Addressing griefing and trolling in multiplayer games
- Managing player accounts and login systems
- Implementing or improving anti-cheat measures
- Community feedback and feature requests
- Addressing game-breaking exploits
- Ensuring fair and accurate reporting of player statistics
- Addressing server crashes and downtime.
- terrain.:
- Error in generative algorithms for creating terrain
- Difficulty in implementing procedural terrain generation in a specific game engine
- Inconsistencies in terrain generation across different devices
- Issues with realism in terrain generation algorithms
- Difficulty in implementing terrain physics and collision detection
- Terrain rendering issues on low-spec hardware
- Incompatibility between terrain generation and map or level editors
- Optimization of terrain generation algorithms for speed and memory usage
- Unwanted artifacts and glitches in terrain mesh generation
- Compatibility issues between terrain generation algorithms and game engine systems
- Difficulty in creating realistic terrain textures and materials
- Inaccuracy of terrain elevation generation in certain geographic regions
- Difficulty in implementing terrain deformation mechanics
- Poor performance with large-scale terrain rendering and generation
- Unwanted noise and roughness in generated terrain meshes
- Compatibility issues between terrain generation and asset importation pipelines
- Inaccuracy of terrain heightmap data due to low-quality input data sources
- Difficulty in handling multi-layer terrain materials and textures
- Poor performance with dynamic terrain generation and updates
- Issues with biome and climate-based terrain generation.
- rendering.:
- Difficulty creating realistic hair and fur in rendering software.
- Debugging issues with transparent materials in a 3D rendering engine.
- Crashes or slow performance when rendering large scenes in real time.
- Trouble with anti-aliasing and other graphics optimization techniques.
- Struggle with optimizing rendering quality on lower-end hardware.
- Difficulty incorporating custom shaders into a game engine or rendering pipeline.
- Figuring out how to use the latest rendering features in a legacy project.
- Issues with rendering dynamic lighting in real time, without pre-baking.
- Optimizing flicker or aliasing issues caused by fast-moving objects in a scene.
- Solving glitches or crashes caused by malfunctioning GPU drivers.
- Difficulty in rendering complex ocean or water simulations.
- Troubleshooting issues with volumetric rendering in a 3D engine.
- Finding the optimal rendering settings for a particular 3D model or scene.
- Figuring out optimal texturing and lighting in a photorealistic rendering.
- Creating procedural textures and materials in a game engine.
- Debugging flicker issues caused by overlapping or intersecting geometry.
- Difficulty in rendering realistic motion blur in 3D animation.
- Solving imbalanced lighting in a photorealistic rendering of a room or scene.
- Finding the optimal rendering settings for VR or AR applications.
- Debugging issues with inaccurate or glitchy global illumination in a scene.
procedural-generation.:
- Improving the efficiency of procedural generation algorithms in Python.
- Troubleshooting issues with memory usage in large-scale procedural generation projects.
- Debugging issues with randomized content generation in procedural levels.
- Implementing procedural generation techniques in  $\mathbf{C}++$  for game development.
- Exploring the potential of machine learning in procedural content generation.
- Optimizing the generation of complex 3D models using procedural algorithms.
- Managing complexity and maintaining consistency in procedurally generated game worlds.
- Addressing issues with procedural generation of text-based content, such as dialogue or item descriptions.
- Developing tools to aid in the creation and testing of procedural generation algorithms.
- Balancing the need for randomness with player expectations for fairness and balance.
- Addressing issues with the procedural generation of music and sound effects.
- Improving the visual quality of procedurally generated game assets.
- Exploring ethical concerns around the use of AI in procedural content generation.
- Developing procedural generation techniques for non-linear narratives or branching storylines.
- Improving the procedural generation of inhabited environments, such as procedurally generated NPCs.
- Addressing issues with the procedural generation of terrain features such as rivers and mountains.
- Implementing procedural generation techniques for user-generated content.
- Supporting multithreaded execution in procedural generation algorithms.
- Ensuring procedural generation techniques are compatible with various game engines and frameworks.
- Improving the scalability of procedural generation algorithms for use in multiplayer games.
networking.:
- Difficulty in troubleshooting network connection issues on a Linux system
- Configuring a wireless access point for a large office space
- Implementing load balancing across multiple servers in a network
- Optimizing network throughput to reduce latency in a gaming environment
- Implementing firewall rules to block unauthorized access to a network
- Troubleshooting DNS resolution issues on a Windows server
- Designing and implementing a secure VPN connection
- Setting up a network file server for shared access among multiple clients
- Configuring SNMP to monitor network traffic and utilization
- Designing a network topology for a large enterprise with multiple locations
- Troubleshooting issues with Ethernet switches in a data center environment
- Implementing QoS to prioritize network traffic for critical applications
- Configuring NAT and PAT to enable internet access for multiple devices
- Setting up and configuring VLANs to segment a network
- Troubleshooting issues with network printers in an office environment
- Configuring routing protocols in a large network
- Securing wireless access points to prevent unauthorized access
- Troubleshooting issues with VPN connection stability and speed
- Implementing network virtualization with virtual LANs and virtual switches
- Designing and implementing an effective network security strategy to prevent data breaches.
H.5 ArXiv Attributes
H.5.1 Subtopics
We randomly select 5 categories in arXiv dataset and display the corresponding product brand attributes for each category:
- hardware_architecture.:
- Processor design
Memory architecture
- Input/output (I/O) systems
- Computer networks
- Digital signal processing
- Microcontrollers
- Embedded systems
Real-time systems
- Graphics processing units (GPUs)
- High-performance computing (HPC)
- Computer architecture for mobile devices
- Wearable technology hardware design
- Secure hardware systems
- Fault-tolerant hardware design
- Quantum computing architecture
- Bio-inspired computing systems
- Nanoscale computing systems
- Reconfigurable hardware systems
- Internet of Things (IoT) devices
- Green computing and sustainability in hardware design
genomics.:
- Genome editing and CRISPR technology
- Epigenomics and epigenetic modifications
- Pharmacogenomics and personalized medicine
- Functional genomics and transcriptomics
- Metagenomics and microbiome analysis
- Genomic epidemiology and infectious disease
- Cancer genomics and tumor heterogeneity
- Structural genomics and protein structure prediction
- Plant genomics and crop breeding
- Animal genomics and livestock improvement
- Comparative genomics and evolution
- Genomic diversity and population genetics
- Next-generation sequencing and high-throughput analysis
- Single-cell genomics and cellular heterogeneity
- Ethical, legal, and social implications of genomics
- Cryptography and secure data sharing in genomics
- Big data analytics and data mining in genomics
- Immune system genomics and immunotherapy
- Genomics and aging research
- Gene therapy and gene regulation.
machine_learning.:
- Text generation
- Natural language understanding for chatbots
Sentiment analysis and opinion mining
- Text summarization and keyword extraction
- Machine translation
- Named entity recognition and entity linking
- Dialogue systems and conversational agents
- Cross-lingual and Multilingual NLP
- Text-to-speech systems
- Phonetics and phonology in computational linguistics
- Grammatical error detection and correction
- Speech recognition and acoustic modeling
- Semantic role labeling
- Discourse analysis and coherence modeling
- Lexical semantics and word sense disambiguation
- Computational lexicography and machine-readable dictionaries
- Language Modeling
- question answering
- Language resources and corpora
- Computational sociolinguistics and dialectology.
number_theory.:
- Prime numbers
- Diophantine equations
- Modular arithmetic
- Cryptography
- Continued Fractions
- Pell's Equation
- Fermat's Last Theorem
- Algebraic Number Theory
Riemann Hypothesis
- Arithmetic Geometry
- Quadratic Forms
- L-Functions
- Automorphic Forms
Galois Theory
- Ramsey Theory
Distribution of Prime Numbers
- Number Theory in Cryptography
- Summation Formulas
-Gaussian Integers
- The Goldbach Conjecture
- geophysics.:
- Seismic imaging
- Earthquake prediction
- Geothermal energy
- Volcanic eruptions
- Plate tectonics
- Geomagnetism
Paleomagnetism
- Geophysical surveying
- Geophysical fluid dynamics
- Gravity measurements
- Rock physics
- Crustal deformation
- Geomorphology
- Mineral exploration
- Earth structure modeling
- Geodetic techniques
Hydrogeophysics
- Earth modeling
- Electrical geophysics
- Remote sensing geophysics
H.5.2 Techniques
We randomly select 5 categories in the arXiv dataset and display the corresponding attributes for each category:
- Binary Decision Diagrams (BDDs) for circuit optimization
- Probabilistic CMOS (PCMOS) for energy-efficient computing
- Boundary Scan Architecture (BSA) for testing and fault diagnosis
- Clock gating for power reduction in synchronous circuits
- Memristive networks for neuromorphic computing
- Approximate computing for energy-efficient digital processing
- Verilog Hardware Description Language (HDL) for circuit design and simulation
- Reversible logic circuits for low power consumption
- High-level synthesis (HLS) for synthesizing hardware from software descriptions
- Phase Change Memory (PCM) for high-density non-volatile storage.
- Genome assembly and annotation using hybrid approaches.
- Comparative genomics for analyzing evolutionary relationships between genomes.
- Differential gene expression analysis using RNA sequencing data.
- Metagenomics for studying the microbial communities in different environments.
- Epigenetic analysis for understanding gene regulation.
- Network analysis for identifying gene interactions and pathways.
- Structural variation analysis for detecting genomic rearrangements.
- Functional genomics for studying gene function and pathway regulation.
- Genome-wide association studies for identifying genetic variants associated with complex traits.
- High-throughput screening methods for identifying genes involved in specific biological processes.
- computation_and_language.:
-Word Embeddings
- Recurrent Neural Networks (RNNs)
- Attention Mechanism
- Transformer Model
- Dependency Parsing
- Topic Modeling:
- Machine Translation
Corpus Analysis
- Discourse Analysis
- Pragmatics
number_theory:
- Primality testing using elliptic curves
- Continued fraction factorization method
- Algorithm for solving Diophantine equations
- Quadratic sieve algorithm for integer factorization
- Pollard rho algorithm for integer factorization
- Digital sum subtraction method for computing discrete logarithm
- Fermat's method for factorization of primes
- Chinese remainder algorithm for solving modular equations
- Exponential-sum algorithm for computing in algebraic number fields
- Generalized Ramanujan-Selberg formula for counting integer points on algebraic varieties.
- Seismic attribute interpretation
- Full waveform inversion
- Gravity inversion
- Spherical geometries
Ground penetrating radar imaging
Time-lapse reservoir monitoring
- Electrical resistivity tomography
- Joint inversion of geophysical data
- Radiometric dating
- Geomagnetic field modeling
H.6 AG News Attributes
H.6.1 Subtopics
We randomly select 5 categories in AG News dataset and display the corresponding subtopic attributes for each category:
business:
Corporate earnings and financial reports
Stock market updates and analysis
- Mergers and acquisitions
Business regulations and policies
- Startups and entrepreneurship
- Industry trends and forecasts
Economic indicators and market trends
- Business strategies and management practices
- Corporate governance and ethics
Consumer behavior and market research
Business leadership and executive profiles
Banking and finance industry updates
- Energy and sustainability in business
Retail and e-commerce trends
Real estate and property market updates
- Business disruptions and crisis management
- Corporate social responsibility and sustainability initiatives
- sci_tech:
- Artificial intelligence
Robotics
- Quantum computing
Biotechnology
- Nanotechnology
- Internet of Things
- Renewable energy
- Virtual reality
- Augmented reality
- Cybersecurity
- Genetic engineering
- Big data
- Autonomous vehicles
- 3D printing
- Blockchain technology
- Bioinformatics
- Machine learning
- Biomedical engineering
Clean technology
sports:
- Soccer
- Basketball
-Baseball
- Tennis
-Golf
- Cricket
Rugby
- Athletics
- Formula 1
- Olympics
-Boxing
- Swimming
- Volleyball
- Ice hockey
- American football
- Cycling
Motorsports
- Martial arts
- Horse racing
- Surfing
world:
- International politics and diplomacy
- Global conflicts and war
- Terrorism and security threats
- Human rights issues and social justice movements
- Migration and refugee crises
Climate change and environmental policies
- Global health crises and pandemics
- Natural disasters and emergencies
- Cross-border crime and corruption
- Cultural and social developments worldwide
- Geopolitical tensions and territorial disputes
- International aid and development efforts
Humanitarian crises and relief efforts
- Cultural heritage preservation and promotion
- International collaborations and partnerships
H.7 SST-2 Attributes
H.7.1 Subtopics
We randomly select 5 categories in SST-2/IMDB (movie review) dataset and display the corresponding subtopic attributes for each category:
positive:
- Compelling Storyline: A strong and engaging narrative that captures the audience's attention from beginning to end.
- Well-Developed Characters: Memorable and relatable characters that evoke emotions and drive the story forward.
- Skillful Direction: Effective direction that showcases the filmmaker's vision, ensuring cohesive storytelling and engaging visual elements.
- Excellent Acting: Convincing performances from the cast that bring the characters to life and immerse the audience in the story.
- Cinematography: Expertly captured visuals, including the use of framing, lighting, and camera movements, to enhance the storytelling and create a visually appealing experience.
- Engaging Dialogue: Well-written dialogue that is natural, meaningful, and contributes to character development and plot progression.
- Sound Design and Music: Thoughtful and immersive sound design, including sound effects and a well-curated soundtrack or original score, that enhances the overall cinematic experience.
- Production Design: Attention to detail in creating visually appealing and authentic sets, costumes, and overall aesthetics that contribute to the film's atmosphere and world-building.
- Editing: Skillful editing that maintains a good pace, effectively transitions between scenes, and enhances the overall flow and impact of the story.
- Emotional Impact: A movie that evokes emotions, whether it be through humor, drama, suspense, or other means, leaving a lasting impression on the audience.
- negative:
- Weak Plot: A poorly developed or uninteresting storyline that fails to engage the audience.
- Lackluster Performances: Unconvincing or uninspired performances by the actors that fail to bring the characters to life.
- Poor Production Quality: Subpar production values, including low-quality visuals, amateurish cinematography, and weak special effects.
- Incoherent Storytelling: Confusing or disjointed narrative structure that makes it difficult to follow or understand the plot.
- Unmemorable Characters: Underdeveloped or forgettable characters that fail to resonate with the audience.
- Weak Soundtrack: A forgettable or poorly composed soundtrack that fails to enhance the mood or add depth to the movie.
- Poor Dialogue: Uninteresting or poorly written dialogues that fail to engage or resonate with the audience.
- Disjointed Atmosphere: A lack of coherence or consistency in creating an immersive and believable world for the viewers.
- Unresolved Plotlines: Loose ends or unresolved plotlines that leave the audience feeling unsatisfied or confused.
- Lack of Entertainment Value: A movie that fails to deliver an enjoyable or engaging experience for the audience, leaving them feeling bored or uninterested.
H.7.2 Descriptive Details
We use movie genres as the characteristics of movies, and the attributes are listed as follows: