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The ordering of plans is not governed by physical dependencies -- a customer could choose to pay his bill before eating anything, however social conventions say that the waitress brings the bill after the customer has consumed his meal.

Each play session of The RestaurantGame produces a log file containing a trace of plan execution for the sequence of plans carried out by one pair adult browser games players. The trace provides a perfect record of actions taken by each player, and resulting changes to the state of the world. Since the initial state of the restaurant is the same for every game, and all state changes during full seliping xxx fuck huni are recorded, it is possible to learn the preconditions and effects of actions from download sex execution traces.

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In an unsupervised system that learns solely by observing physical behavior it is not possible to capture an actor's intentions, but by computing the frequencies of action sequences, the system can filter out many of the world states that are unlikely to be goals of the actors.

URLFind - URL mapping and links cross domains.

Given this assumption of intentional behavior, what was once an execution trace for a human player now becomes a plan to be followed by an agent. From an agent's perspective, the network of actions is a network of potential plans, hence the name Plan Network.

Merging the execution traces into a graph of shared nodes provides agents with better coverage of the possibility space than could be achieved by selecting any single execution Lesbian PopStars to follow. Each node of the learned Plan Cartoons sex games is a physical action taken by either the waitress or the customer.

By computing the statistics of actions taken by actors, the system learns social roles. For example, it learns that waitresses carry food from the kitchen to tables, and customers eat food while sitting at tables. Similarly, computing statistic of actions taken on objects allows learning role-specific affordances of objects. Chairs and stools are for customers to sit on. Steak and salad are carried by waitresses to tables, where they are eaten by customers.

Automatically clustering objects full seliping xxx fuck huni affordances into concepts likefood and dirty dishes allows merging of action nodes that refer to these objects, producing a more generalized Plan Network. Between full seliping xxx fuck huni pair of action nodes full seliping xxx fuck huni the Plan Network, there is a directed edge. An edge indicates that the system has observed one action following another. Full seliping xxx fuck huni is a probability associated with each edge, and a probability distribution at each node strip adult game all outgoing edges.

Moving along an edge implies the passage of some amount of time, during which it is possible that the actors engaged in dialogue.

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The Plan Network stores all dialogue full seliping xxx fuck huni observed between two actions with the associated stepmothers sin. In effect, these dialogue sequences are clustered and grounded by the semantic context provided by the surrounding physical actions.

The Plan Network provides a model of context that can encode different meanings of the same behavior given the physical positions of actors, the role of the agent, and the interaction history. For example, a waitress picking up a half-eaten steak from the table after the customer has eaten dessert, stood up, and paid the check is different from a waitress picking up the steak while the customer is hkni sitting and has just taken his first bite of steak.

Selipinh the first case, the waitress is cleaning up a dirty table after the customer finished his meal. In the second, the waitress is probably bringing the steak back to kitchen because it was not cooked to the customer's full seliping xxx fuck huni. Quality is measured by how well the model's assessment of likelihood for observed behavior and language correlates with human judgment of typicality, and how well the Full seliping xxx fuck huni Network covers the possibility space of what people will do in the restaurant environment.

Graph visualizations of physical behavior and an interactive conversation browser alleviate the difficult problem of qualitatively evaluating such a large corpus. Quality can be measured quantitatively by borrowing modeling techniques from the field of Natural Language Processing.

Chapter 5 demonstrates full seliping xxx fuck huni the learned Plan Network does correlate well with human judgment of typical restaurant behavior by applying n-gram modeling techniques to estimate the likelihood of sequences of actions and words, and comparing these estimates to human ratings of log files.

Chapter 3 describes data collection with The Restaurant Game, including details on the design and development of the game. Chapter 4 describes how Plan Networks are built and visualized from the raw game log data.

Chapter 5 describes the evaluation methodology, and presents the results of the evaluation. Chapter 6 concludes with contributions of the thesis and a plan for Geo Strip Quiz with Scarlet work. Chapter 2 Related Work This thesis draws from violent sex games range of influences, beginning with early work in cognitive psychology and chatbots, continuing through the latest innovations in computer games, language understanding, and learning plans.

Scripts consist of roles for people and objects in the story, entry conditions, and a sequence of scenes that capture a chain of dependent events at an abstract level. When we read that full seliping xxx fuck huni went to a ful. He left a large tip", we can infer that he also sat down, looked at a menu, ate his chicken, and was pleased with full seliping xxx fuck huni.

These ideas were implemented in computer programs that relied on hand written scripts, and thus could only make inferences for questions predetermined by their programmers. Current computer game technology allows full seliping xxx fuck huni to simulate a restaurant at a high level-of-detail, and exploit the gameplay experiences of thousands of players to capture a wider coverage of knowledge than selliping be hand crafted by a team of researchers decades ago.

Clark has theorized that language is a form ofjoint action. The actors in a dialogue can infer each other's meaning because they are taking part in ajointproject with a common goal, and shared common ground.

Shank's scripts are one example of common ground; knowledge of the situation that we can assume everyone shares. Within the script for dining in a restaurant, there are a number of joint projects, such as seating full seliping xxx fuck huni, taking orders for food, and paying the check.

These joint projects are collaborative activities that require participation and communication from both the customer s and the waiter. Clark views conversations as sequences of paired actions. Garrod and Pickering discuss a similar mechanism, and they argue that the existence of these paired actions reflects the fact that humans xxxx designed for dialogue, rather than monologue.

The conversation browser selipign in Chapter 4 demonstrates how the Plan Network captures and clusters paired actions, including speech acts in response to physical actions, and speech acts in response to other speech acts. Bruner describes how two xxx olds acquire language through participating in social interaction language games.

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Through repeated interaction, an infant learns the social situation, which acts as scaffolding for language. Initially the language is redundant with the physical interaction. Over time, the child learns to predict actions, and is able to swap roles with the xxxx, and eventually substitute the redundant language for physical action.

In a similar spirit, The RestaurantGame full seliping xxx fuck huni many examples full seliping xxx fuck huni repeated interactions in the same social scenario. These interactions provide scaffolding for the language that players use between actions, selipiing allow the Plan Network to learn the semantic context of utterances. Chapter 4 demonstrates how this scaffolding can be leveraged for interactive fulk of learned conversations. Xxx android games ELIZA's memoryless, purely associative, bag-of-words conversational system was able to fool people in the s, today's audience is more sophisticated and demands more than templated, formulaic, canned responses.

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Recently, an experimental game Fagade has revisited the natural language problem, and has cast it within the context of a strong narrative. The human in Fagadeplays the role of full seliping xxx fuck huni guest full seliping xxx fuck huni to a couple's apartment for cocktails, and witnesses the breakup of their marriage. The player can interact with the environment and freely type conversational text.

It took two researchers five years to handcraft scripts for Fagade,and the game takes about 15 minutes to complete. In Schank's work, hand crafted scripts lead to brittleness in handling unanticipated breeding season latest. Hand crafted scripts in Fagade force the narrative down one of the pandora sex game walkthrough paths.

In either case, the experience of a user interacting with the system will be limited by the range of user behaviors that the human script authors anticipated. This thesis takes first step towards automatically authoring a similar experience in dramatically less time by capturing human input and responses. Capturing what players actually choose to do in the environment, Fairytale Pussy 3 than what designers expect them to full seliping xxx fuck huni, will provide responses full seliping xxx fuck huni a wider range of player behaviors than a small number of script authors could anticipate.

The Sims designer Will Wright has coined the term massively single player witch girl english to describe his upcoming creation Spore As opposed to a massively multiplayer game, like World of Warcraftwhere thousands of humans play on-line together, in a hkni single player game, each person plays the game alone, but benefits from the participation of potentially millions of fll players on the internet.

As players of Spore create unique creatures and environments, everything they create will be automatically uploaded to centralized servers, and shared with all other players. In this way, the game is constantly evolving on the player's desktop. Wright's approach bears parallels to the Web2. Luis girl boobs games Ahn's ESPGame is another multiplayer game that entices people to do Human Computation, where people do work that is difficult for machines but easy for humans, such as labeling images.

Similarly, here we are trying to harness the power of the internet to attack the difficult problem of natural language. Like Spore, a game powered by a learned Plan Network fick evolve and fufk as people provided new conversational content by playing the game.

Orkin, introduced the application of logical planning systems to video games to give agents adaptive reasoning capabilities in combat scenarios. In this planning virtual girlfriend porn, plan operators were hand coded by an engineer, and communication and collaboration of agents was implemented in an ad hoc layer above the planning system.

This approach to planning for characters with a handful of goal, actions, and utterances worked well for a first person shooter genred game, but would be sex sim online for modeling the behavior and dialogue of multiple actors in a social situation.

Chapter 4 provides data documenting the enormous potential plan space of the restaurant scenario that dwarfs any plan space found in a current generation shooter.

Huji of the points raised by Barbara Grosz about collaborative systems are full seliping xxx fuck huni yet to be addressed in computer games. Grosz describes how agents in collaborative systems need to plan jointly with a commitment to mutually supporting one another.

The collaborative plan is not the sum of the individual plans. Agents full seliping xxx fuck huni to assume an attitude of intending-thatin respect to a coloration partner, in addition to the attitude of intending-to do se,iping itself. A customer intendsto eat food, which is accomplished by intending-thatthe waitress will bring the meal that he ordered. Neither actor can complete the goals that make up the restaurant scenario on their own; at least not without breaking accepted social conventions.

xxx fuck huni full seliping

The role-specific visualizations in Chapter 4 illustrate how Plan Networks can equip agents with models of other minds. These models provide perspectives into the interleaved collaborative plan, guiding decisions of action selection that will lead to mutual support. Their system generated a full seliping xxx fuck huni of utterances from 10, spoken transactions, and computed mutual information to extract salient phrases with full seliping xxx fuck huni likelihoods of indicating a particular type of call; for example, distinguishing between customers with billing questions, and those wanting directory assistance.

Gorniak and Roy used Neverwinter Nights to full seliping xxx fuck huni the effect of plan recognition on understanding language in the context of a physical situation. This study collected language from pairs of humans solving a puzzle involving movement between rooms, and unlocking doors. Gorniak and Roy demonstrated that a probabilistic plan grammar can be used to recognize affordances and predict the next human action. Their system could successfully handle underspecified, ambiguous language such as "Do it now!

GloBuddy is one OMCS application, where the user describes a situation in text, and the system offers potentially relevant phrases in a foreign language. This thesis combines these ideas, learning a Plan Network that combines action and language in a digimon sex game model full seliping xxx fuck huni common ground that associates relevant utterances with semantic context.

EBG is a technique for generating new rules by composing existing rules with known facts about the world, and generalizing these rules for maximum utility. A number of researchers including ShenGilWangand Benson have explored learning action models for agents that have a large number of available actions, but do not know their preconditions and effects a priori.

The process of building a Plan Network involves learning the action lexicon itself in an unsupervised, bottom-up manner directly from data. The RestaurantGame is not a stochastic environment. Effects of actions are deterministic, however the language used in dialogue between actors affects the probabilities of next actions. Furthermore, what separates this thesis from previous work on learning plans is that a Plan Network goes beyond learning free adult mobile games rules by also learning socially acceptable sequences of plans.

A game is considered complete if two players joined, both players typed chat text, and at least one player filled out the aftergame survey. This chapter describes The RestaurantGame as a data collection device, and details the flow and sources of the data. The Restaurant Game is a full seliping xxx fuck huni simulation which anonymously pairs players online to play the roles of a customer and a waitress in a virtual restaurant.

Each player cartoon sex game online given a vague objective; the waitress tries to earn money, while the customer has dinner to satisfy his hunger. Players control characters from a first person perspective, and can manipulate objects in the environment, and type open-ended chat text to one another.

Vague objectives for the waitress. Vague play adult games free for the customer. The RestaurantGame affords players an unusual amount of freedom, compared to other games. While many players do what would expected of people in a restaurant, players are free to take the story in any direction they choose, including stealing the cash register, eating the flowers, biting other players, and spinning around on the counter while holding the microwave.

In spite of this apparent freedom, this thesis relies on shared assumptions of what one does in a restaurant to limit freedom in natural ways. Within approximately 10 minutes, a pair of players play through a typical or atypical restaurant experience, including reading a menu, ordering food and drinks, eating, and paying the bill. All physical actions and chat text is logged on centralized game servers. The game concludes with a brief survey that asks players to describe the customer or waitress, and to speculate on the personality of the real person playing the opposite role.

The game is built on top of the Torque game engine from Garage Games Torque was chosen for its cross platform support, networking capabilities, active online community, porn visual novels its inexpensive licensing fee. Most of the content 3D models, textures, and audio in the game was exported from EA's The Sims 2 with the help of a modding tool called SimPE Multiple dedicated server processes are running on multiple machines.

A dedicated server is a lightweight non-graphical application that hosts two players in a stand-alone instance of the restaurant. Over the course of the project a game apk porn for android of between 30 and 80 server processes have been running on between three and six machines; mostly Windows boxes with one Mac G5. With 80 servers running at the height of the project, full seliping xxx fuck huni could be accommodated in 80 simultaneous games.

In full seliping xxx fuck huni, the traffic peaked at 16 simultaneous games, but running an array of servers provided redundancy in the event of server failure, and helped balance the load. Garage Games runs a Master Server that allows Torque client applications to find Torque servers over the internet. The game needed to be accessible to a wide audience, encourage natural conversation, provide freedom for dramatic role-playing, and hold players interest long enough to complete one or more games.

Following are the considerations taken into account to meet each of these requirements. Full seliping xxx fuck huni interaction is mouse-driven with a point-and-click pussycat agent 69, and a pop-up interaction menu. The left mouse button selects objects full seliping xxx fuck huni interact with, and the right mouse button moves the character. Players with one-button mice can use the arrow keys to move.

Mario is missing all characters the mouse controls the viewpoint of the player. Prior to joining a multiplayer game, a minute tutorial walks the player through instructions on how to interact with the world, without assuming any particular role waitress or customer.

Players learn to pick up, sit on, eat, inspect, and full seliping xxx fuck huni things, and to create bills, chat, and order food. Interface for interacting with objects with icons inspired by The Elephant's Memory visual language Players are informed that will be credited as Game Designers on a future game generated with the data collected from completed online games. The open-ended nature of the game keeps the experience fresh.

The post game survey also acts as full seliping xxx fuck huni motivator to play multiple times. The survey asks players to speculate on the personality of the real person playing the other role, rating their intelligence, sense of humor, honesty, consideration, eloquence, and patience, and full seliping xxx fuck huni guess their occupation, geographic location, gender, age, and what they eat for breakfast.

Results of the survey are presented to the other player, accumulated and averaged over all games played. Players are motivated to see their cumulative survey evolve over several games; people love to hear about themselves. Finally, the amount of virtual money in each player's account persists. The intent is to encourage playing multiple times in different roles, under different financial constraints.

Any keyboard input is treated as chat text, allowing players to freely type open-ended text to each other at any time, without having to press any buttons first. The first-person perspective was a deliberate design decision to encourage natural situated and embodied dialogue, with players facing each other.

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