## Question Answering Performance on Monster Hunter World Attacks ### Overview The image presents a comparison between "Vanilla Answer" and "Augmented Answer" approaches to question answering about Monster Hunter World attacks. It showcases six different scenarios (Individual Information, Action Recognition, Combo Premonition, Condition Awareness, Proc Effect Insight, and Cross Monster Analysis), each with a question, a "Vanilla Answer" (presumably a baseline or simpler approach), and an "Augmented Answer" (presumably a more sophisticated approach). Each scenario also includes a "Retrieved Paths" diagram illustrating the reasoning or knowledge graph used to generate the "Augmented Answer". The performance of the "Augmented Answer" is quantified by Recall and Precision metrics. ### Components/Axes Each of the six scenarios follows a similar structure: * **Scenario Title:** (e.g., "I: Individual Information") Located at the top-left of each scenario block. * **Question:** A question related to Monster Hunter World. * **"Online" Icon:** A magnifying glass icon with the word "Online" next to it, suggesting the information is retrieved from online sources. * **"Vanilla Answer":** A text box containing the answer generated by a baseline approach. It is marked with a red "X" indicating an incorrect or incomplete answer. * **"Augmented Answer":** A text box containing the answer generated by the augmented approach. It is marked with a green checkmark indicating a correct or more complete answer. * **"Retrieved Paths":** A diagram illustrating the reasoning or knowledge graph used to generate the "Augmented Answer". * **Recall and Precision:** Metrics quantifying the performance of the "Augmented Answer". **Diagram Components (Retrieved Paths):** * Nodes: Represent entities (e.g., monsters, attacks, states). * Edges: Represent relationships between entities (e.g., "has", "continues", "mated pair"). * Directional Arrows: Indicate the direction of the relationship. * Images: Small images of the monsters or attacks are sometimes included in the nodes. ### Detailed Analysis or ### Content Details Here's a breakdown of each scenario: **I: Individual Information** * **Question:** "What is the nickname of Tigrex in Monster Hunter World?" * **Vanilla Answer:** "The nickname of Tigrex in 'Monster Hunter: World' is 'The Roaring Wyvern'." (Incorrect) * **Augmented Answer:** "The nickname of Tigrex in the game is the 'Absolutely Strong One'." (Correct) * **Retrieved Paths:** A node for "Tigrex" connected to a text box containing information about Tigrex, including the nickname "Absolutely Strong One". * **Recall:** 1 * **Precision:** 1 **II: Action Recognition** * **Question:** "... showing the beginning of a attack of Kushala Daora. What will happen next within this attack action?" * **Vanilla Answer:** "Kushala Daora will perform a wind-based attack, likely creating a wind pressure or tornado effect in the area." (Incorrect) * **Augmented Answer:** "Kushala Daora will execute the Aerial Crash attack, charging toward hunter seamlessly transitioning into the Ground Phase." (Correct) * **Retrieved Paths:** A diagram showing the flow of Kushala Daora's attacks: Aerial Phase -> Aerial Triple Breath Attack, Aerial Kick, Aerial Super Breath Attack, Aerial Crash -> Ground Phase. * **Recall:** 1 * **Precision:** 0.25 **III: Combo Premonition** * **Question:** "Analyze all possible continues attacks of Zinogre in charged phase after the showing attack." * **Vanilla Answer:** "Zinogre may follow up with the following possible attack actions: Thunder Slam, Pounce Attack, Electric Charge ..." (Incorrect) * **Augmented Answer:** "In charged phase, the possible continued attack actions of Zinogre are: Shoulder Charge and Thunder Charge." (Correct) * **Retrieved Paths:** A diagram showing the possible attacks Zinogre can perform in the charged phase: Zinogre -> Charged Phase -> Thunder Charge, Leap Attack, Shoulder Charge, Heavy Pawslam. * **Recall:** 0.5 * **Precision:** 0.5 **IV: Condition Awareness** * **Question:** "Predict the ongoing attack action Frostfang Barioth will release." * **Vanilla Answer:** "Frostfang Barioth is preparing to release a lunging ice breath attack! soon." (Incorrect) * **Augmented Answer:** "Frostfang Barioth is preparing the 'Aerial Ice Breath' attack or 'Leap Attack'." (Correct) * **Retrieved Paths:** A diagram showing the possible attacks Frostfang Barioth can perform: Frostfang Barioth -> Backstep Ice Breath, Leap Attack, Aerial Ice Breath, Super Fan Slam. * **Recall:** 1 * **Precision:** 0.4 **V: Proc Effect Insight** * **Question:** "What will happens to hunter if hit by Yian Garuga's current attack action?" * **Vanilla Answer:** "If the hunter is hit by this attack, they will take heavy physical damage and potentially be knocked down." (Incorrect) * **Augmented Answer:** "Being hit by Yian Garuga's current attack action will leave the hunter with a poisonous effect." (Correct) * **Retrieved Paths:** A diagram showing the possible effects of Yian Garuga's attacks: Yian Garuga -> Bird Missile, Somersault, Poke, Tail Swing, Enhanced Flame Breath. * **Recall:** 1 * **Precision:** 0.25 **VI: Cross Monster Analysis** * **Question:** "What is the difference between Lunastra and her mated pair for current attack's pattern?" * **Vanilla Answer:** "Lunastra's attack patterns involve creating wide, fiery explosions..., while her mated pair, Teostra, typically ..." (Incorrect) * **Augmented Answer:** "The main differences between... Flame color and effects: Lunastra produces blue flames,.. while Teostra produces orange-yellow flames..." (Correct) * **Retrieved Paths:** A diagram showing the relationship between Lunastra and Teostra and their attacks: Lunastra -> Fire Breath Sweep, Teostra -> Fire Breath, Super Noa, Fire Breath Sweep. * **Recall:** 0.5 * **Precision:** 0.25 ### Key Observations * The "Augmented Answer" consistently provides more accurate or complete answers than the "Vanilla Answer". * The "Retrieved Paths" diagrams illustrate the knowledge graph and reasoning process used by the "Augmented Answer" approach. * The Recall and Precision metrics vary across the scenarios, indicating different levels of performance for the "Augmented Answer" approach depending on the complexity of the question. * The "Online" icon suggests that the information is retrieved from online sources, highlighting the importance of external knowledge in answering these questions. ### Interpretation The image demonstrates the effectiveness of using a knowledge graph and reasoning process to improve the accuracy and completeness of question answering about Monster Hunter World attacks. The "Augmented Answer" approach, which leverages the "Retrieved Paths" diagrams, consistently outperforms the "Vanilla Answer" approach. This suggests that incorporating external knowledge and reasoning capabilities is crucial for answering complex questions about game-related topics. The varying Recall and Precision scores indicate that the performance of the "Augmented Answer" approach is influenced by the complexity of the question and the structure of the underlying knowledge graph. The red X and green checkmarks visually reinforce the superiority of the "Augmented Answer" approach.

## Diagram: AI Agent Capabilities in Monster Hunter World ### Overview This diagram showcases the capabilities of an AI agent designed to interact with the game *Monster Hunter World*. It presents four distinct scenarios (I-IV) demonstrating the agent's abilities in Individual Information, Action Recognition, Combo Premonition, and Condition Awareness. Each scenario includes a question posed to the agent, the agent's "Vanilla Answer" (baseline performance), an "Augmented Answer" (improved performance), and a visualization of "Retrieved Paths" – likely representing the reasoning process or data used to arrive at the answer. A final section (V) details the overall results. ### Components/Axes The diagram is structured into five main sections, labeled I through V, arranged horizontally. Each section contains: * **Question:** A text-based question posed to the AI agent. * **Vanilla Answer:** The agent's initial response. * **Augmented Answer:** The agent's improved response. * **Retrieved Paths:** A diagram illustrating the agent's reasoning, using nodes and colored lines. * **Recall & Precision:** Numerical metrics associated with the Augmented Answer. Section V presents a bar chart comparing the Recall and Precision of the Vanilla and Augmented answers across all four scenarios. The axes of the bar chart are labeled "Recall" and "Precision", with values ranging from 0 to 1. ### Detailed Analysis or Content Details **I: Individual Information** * **Question:** "What is the nickname of Tigrex in Monster Hunter World?" * **Vanilla Answer:** "The nickname of Tigrex in Monster Hunter World is 'The Roaring Wyvern'." * **Augmented Answer:** "The nickname of Tigrex in the game is the 'Absolutely Strong One'." * **Recall:** 1 * **Precision:** 1 * **Retrieved Paths:** A node labeled "Tigrex" connects to a text block describing Tigrex. Lines connect "Tigrex" to the answer. **II: Action Recognition** * **Question:** "Showing the beginning of an attack of Kushala Daora. What will happen next within this attack action?" * **Vanilla Answer:** "Kushala Daora will perform a wind-based attack, likely creating a wind pressure or tornado effect in the area." * **Augmented Answer:** "Kushala Daora will execute the Aerial Crash attack, charging toward hunter seamlessly transitioning into the Ground Phase." * **Recall:** 0.25 * **Precision:** 1 * **Retrieved Paths:** A diagram showing phases of Kushala Daora's attack, with lines connecting "Phase" nodes to "Aerial Triple Breath Attack", "Aerial Kick", and "Aerial Crash". **III: Combo Premonition** * **Question:** "Analyze all possible continues attacks of Zingore in the following phase after the showing attack." * **Vanilla Answer:** "Zingore may follow up with Thunder Claw attack, Electric Charge." * **Augmented Answer:** "Zingore charged the augmented action of Thunder Charge, Electric Charge." * **Recall:** 0.5 * **Precision:** 0.5 * **Retrieved Paths:** A diagram showing Zingore's attack sequence, with lines connecting "Charged Phase" to "Thunder Charge" and "Leap Attack". **IV: Condition Awareness** * **Question:** "Predict the ongoing attack action Frostfang Barioth will release." * **Vanilla Answer:** "Frostfang Barioth will stick to the wall if he is close." * **Augmented Answer:** "Frostfang Barioth is preparing a Super Flam attack." * **Recall:** 1 * **Precision:** 0.4 * **Retrieved Paths:** A diagram showing Frostfang Barioth's attack sequence, with lines connecting "Backstep Breath" to "Leap Attack" and "Aerial Ice Breath". **V: Overall Results** * **Bar Chart:** * **Vanilla Recall:** Approximately 0.6 (uncertainty ± 0.1) * **Vanilla Precision:** Approximately 0.5 (uncertainty ± 0.1) * **Augmented Recall:** Approximately 0.7 (uncertainty ± 0.1) * **Augmented Precision:** Approximately 0.6 (uncertainty ± 0.1) ### Key Observations * The Augmented Answer consistently demonstrates improved Recall compared to the Vanilla Answer. * Precision is more variable, with some Augmented Answers showing improvement and others showing a decrease. * The "Retrieved Paths" diagrams suggest a complex reasoning process involving multiple steps and potential attack sequences. * The Recall and Precision values are relatively low, indicating room for further improvement in the AI agent's performance. ### Interpretation This diagram demonstrates the potential of AI agents to understand and predict events within the complex environment of *Monster Hunter World*. The Augmented Answers consistently outperform the Vanilla Answers, suggesting that the implemented enhancements are effective. The "Retrieved Paths" visualizations offer insight into the agent's reasoning process, revealing how it connects different game elements to arrive at its conclusions. The bar chart in Section V provides a quantitative assessment of the agent's performance, highlighting areas where further development is needed. The discrepancies between Recall and Precision suggest a trade-off between identifying all relevant possibilities (Recall) and accurately predicting the correct outcome (Precision). The agent appears to be better at identifying potential actions (high Recall) but struggles with pinpointing the exact action that will occur (lower Precision). This could be due to the inherent uncertainty in the game environment or limitations in the agent's ability to model complex interactions. The diagram suggests a promising direction for AI research in gaming, with the potential to create more intelligent and adaptive game agents.

## Screenshot of a Technical Document with Question-Answer Pairs and Diagrammed Paths ### Overview The image depicts a structured technical document divided into six sections (I–VI), each addressing a specific query related to monster behavior, attack patterns, or game mechanics. Each section includes: 1. A **question** posed to a system (e.g., "What is the nickname of Tigrex in Monster Hunter World?"). 2. A **vanilla answer** (often incorrect or incomplete). 3. **Retrieved paths** (diagrams with arrows and labels illustrating relationships or attack sequences). 4. An **augmented answer** (corrected or enhanced response based on retrieved paths). ### Components/Axes - **Sections (I–VI)**: Each section follows a consistent format: - **Question**: Textual query about game mechanics or monster behavior. - **Vanilla Answer**: Initial (often flawed) response. - **Retrieved Paths**: Diagrams with: - Arrows indicating relationships (e.g., "has," "changes," "continues"). - Labels for entities (e.g., "Tigrex," "Kushala Daora") and actions (e.g., "Aerial Crash," "Thunder Charge"). - Metrics like "Recall" and "Precision" (e.g., "Recall: 1," "Precision: 0.25"). - **Augmented Answer**: Revised response incorporating retrieved path data. ### Detailed Analysis #### Section I: Individual Information - **Question**: "What is the nickname of Tigrex in Monster Hunter World?" - **Vanilla Answer**: "The Roaring Wyvern." - **Retrieved Paths**: - Diagram labels: "Tigrex," "large flying dragon monster," "poor flying ability," "earth-shaking roars," "Absolutely Strong One." - Metrics: "Recall: 1," "Precision: 1." - **Augmented Answer**: "The nickname of Tigrex in the game is the 'Absolutely Strong One.'" #### Section II: Action Recognition - **Question**: "What will happen next within this attack action?" (context: Kushala Daora’s attack). - **Vanilla Answer**: "Wind-based attack, creating wind pressure or tornado effect." - **Retrieved Paths**: - Diagram labels: "Aerial Phase," "Aerial Triple Breath Attack," "Aerial Kick," "Aerial Super Breath Attack," "Aerial Crash," "Ground Phase." - Metrics: "Recall: 1," "Precision: 0.25." - **Augmented Answer**: "Kushala Daora will execute the Aerial Crash attack, charging toward the hunter..." #### Section III: Combo Premonition - **Question**: "Analyze all possible continued attacks of Zinogre in charged phase after the showing attack." - **Vanilla Answer**: "Thunder Slam, Pounce Attack, Electric Charge..." - **Retrieved Paths**: - Diagram labels: "Charged Phase," "Thunder Charge," "Leap Attack," "Shoulder Charge," "Heavy Paw Slam." - Metrics: "Recall: 0.5," "Precision: 0.5." - **Augmented Answer**: "In charged phase, possible continued attacks are Shoulder Charge and Thunder Charge." #### Section IV: Condition Awareness - **Question**: "Predict the ongoing attack action Frostfang Barioth will release." - **Vanilla Answer**: "Lunging ice breath attack." - **Retrieved Paths**: - Diagram labels: "Backstep Ice Breath," "Leap Attack," "Aerial Ice Breath," "Super Fan Slam." - Metrics: "Recall: 1," "Precision: 0.4." - **Augmented Answer**: "Preparing the 'Aerial Ice Breath' attack or 'Leap Attack'." #### Section V: Proc Effect Insight - **Question**: "What will happen to hunter if hit by Yian Garuga’s current attack action?" - **Vanilla Answer**: "Take heavy physical damage and potentially be knocked down." - **Retrieved Paths**: - Diagram labels: "Bird Missile," "Somersault," "Poke," "Tail Swing," "Enhanced Flame Breath." - Metrics: "Recall: 1," "Precision: 0.25." - **Augmented Answer**: "Leave the hunter with a poisonous effect." #### Section VI: Cross Monster Analysis - **Question**: "What is the difference between Lunastra and her mated pair for current attack’s pattern?" - **Vanilla Answer**: "Lunastra’s attack patterns involve wide, fiery explosions..." - **Retrieved Paths**: - Diagram labels: "Lunastra," "Teostra," "Fire Breath," "Super Noa," "Fire Breath Sweep." - Metrics: "Recall: 0.5," "Precision: 0.25." - **Augmented Answer**: "Lunastra produces blue flames; Teostra produces orange-yellow flames." ### Key Observations 1. **Pattern of Correction**: Vanilla answers are often incomplete or incorrect, while augmented answers integrate retrieved path data for accuracy. 2. **Diagram Complexity**: Retrieved paths use arrows and labels to map relationships (e.g., attack phases, entity interactions). 3. **Metrics**: Recall and precision values quantify the relevance and accuracy of retrieved paths. 4. **Entity Relationships**: Diagrams clarify how monsters transition between attack phases (e.g., "Aerial Phase" → "Ground Phase"). ### Interpretation This document illustrates a knowledge retrieval system designed to refine answers by cross-referencing contextual data (e.g., monster attack sequences, phase transitions). The retrieved paths act as a knowledge graph, linking entities and actions to improve response accuracy. For example: - **Section II** shows how Kushala Daora’s attack sequence is mapped to specific actions (e.g., "Aerial Crash"), enabling precise predictions. - **Section VI** highlights differences between Lunastra and Teostra by analyzing their attack patterns, demonstrating the system’s ability to handle comparative queries. The use of recall and precision metrics suggests an emphasis on evaluating the reliability of retrieved information, ensuring answers are both relevant and accurate. This structure could be part of a larger AI-driven knowledge base for gaming mechanics or monster behavior analysis.