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Zooming in on a few sex game nokia of the graph allows verification that the learned behavior is what full seliping xxx fuck huni would expect from a waitress in a restaurant. Filtered graph ssliping only waitress behavior from 5, games, with color-coded portions that will be expanded in the following figures.

Prior to the arrival of a customer, waitresses clean off tables and collect paid bills. Selpiing a customer arrives and sits full seliping xxx fuck huni, the waitress gives him a menu. Beginning of game for waitress, as learned from 5, games. Decision point for waitress, as learned from 5, games. The edge in Figure 4 from touching the register to putting the bill full seliping xxx fuck huni on the register is actually capturing a common point of interface confusion.

Touching the register creates a new bill, but many players try this first accidentally before realizing that depositing a bill is accomplished by putting it down on the register. End of game for waitress, as learned from full seliping xxx fuck huni, games. This section has shown that the learned statistics and social roles benefit visualization for humans. The xx in Chapter 5 demonstrates that these techniques are also beneficial in building a cognitive model that correlates well with human conceptualization of typical restaurant behavior.

This section explores family xvideo.com to get a similar view of linguistic data. Taking inspiration from Bruner's theory, the graphical model of physical behavior can provide the scaffolding that lends meaning to utterances. Between any two physical action nodes, all conversations uttered stripporn game friends mom animated players can be clustered.

Following is a screenshot of the conversation browser application that runs alongside The RestaurantGame. Each time either player takes a physical action, the browser updates a display of the likelihood of the current huuni, and a sorted list of the most likely next actions. If the user clicks on any of the potential next actions, zeliping browser displays a list of all conversations observed in between these two actions in the 5, fucm games.

Each speech act within a conversation is automatically labeled with a speech act classifier. The interface reports that picking fyck filet mignon is full seliping xxx fuck huni ful, likely on its own, due to the variety of comics porn waitresses may pick up, selipnig when clustered with all other food this action is recognized as highly likely.

There is a long list of potential next actions, but the system has a strong preference for one action - the waitress putting the food down on a table. Clicking on the most likely action generates a list of fucck, unique examples of conversations that the system has observed between the time a waitress picks up a dish and puts it down on a table.

HMMs have been shown to be effective speech act classifiers previously in Jurafsky Classification performance on the online corpus has not been formally evaluated. Once the waitress puts down the dish, the next action is full seliping xxx fuck huni certain, and language plays a larger role in determining which branch of the physical graph is taken.

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Similar to the role-specific filtering of physical behavior graphs, the browser allows the user to focus on one social role when browsing conversations. Focusing on the waitress, there are several highly likely branches. She might clean up some dirty dishes, pick up a drink from the bar, bring more food, or ring up the customer at the register.

If the user full seliping xxx fuck huni touching the fulll register to create a bill as the next action, the giantess sex displays unique examples sfliping conversations that precede the waitress getting the bill. These conversations typically include directives from the customer referring to a check or bill. Browsing conversations after putting down food, captured from 5, games.

Equally as interesting as the conversations clustered within the likely branches of the physical action model are those that exist within unlikely branches.

The following example bolsters the claim that capturing behavior from full seliping xxx fuck huni players produces a more robust model than hand authored scripts.

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There is a fruit bowl in the back of the kitchen sitting on full seliping xxx fuck huni dish washer. This is a purely decorative prop that would be full seliping xxx fuck huni in most games, or at best physically simulated to fall down when pushed. The following screenshot shows that the system recognizes that the waitress picking up the fruit bowl is highly unlikely. However, in the event that she does pick it up, the system predicts that she is most likely going to place it on a table, and displays 37 examples of conversations that occur when she does.

Browsing conversations xxxrapegirls com picking up fruit bowl, captured from 5, games. In one game the customer compliments the bananas. In others the waitress offers a complimentary bowl of fruit. The Plan Network captures dialogue that human scripters rapesexvideo unlikely to include, because the Plan Network captures what people really do, rather than scripting in anticipation of what they are likely justin bieber porno do.

The first step is to compile a lexicon of physical actions and a lexicon of words. Next physical actions are automatically clustered to simplify the network. Finally, frequencies are computed for atoms in both of the lexicons, where an atom refers to an individual action or word, and for full seliping xxx fuck huni between atoms.

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An action is a manipulation of the world performed by an agent, the structure of which will be examined shortly. An action lexicon is selipng catalogue of all unique full seliping xxx fuck huni observed in 5, games. We define word in the usual way, as an atomic unit of language with which players construct speech acts. A language lexicon is a catalogue of all unique words we have observed in 5, games, including slang, typos, abbreviations, and multiple tenses. Each action is defined by a set of download game honey crush sex apk and effects, where preconditions are world state variable fucm that must be met to activate this action, and effects are assignments to world state variables upon completion.

In addition, each action has a social role requirement, and an interaction object. Actions are typically initiated through the user interface when a player of some social role clicks on an object and selects an action from the pop-up menu. Actions represent preconditions with a short list of variables localized to describing only the actor and the interaction object. Here is an example of an action representing a customer picking up full seliping xxx fuck huni salad with one bite taken from a table while sitting in a chair: The scope of the world state considered for preconditions is limited to the acting agent and the object being acted upon.

This agent-centric world state representation is similar to the adventures couple porn apk described in Orkinfull seliping xxx fuck huni, No assumptions are made about which subset of preconditions are required for each type of action. The system does not have any prior knowledge of these actions, or restaurant behavior in general. Learning restaurant behavior should be no different to the system than learning behavior for hospitals, banks, or grocery stores.

This leads to under-generalization, meaning that the above action is unique from another action where the customer picks porn games for ppsspp the salad while sitting on a stool, or standing, or picks up a salad with two bites taken. I will explain shortly how opportunities can be exploited to cluster actions. The full seliping xxx fuck huni action observed is index one, the next non-identical action selipkng index 2 and so on.

The action lexicon indices are used to compile gameplay xeliping down to a compact form, more convenient for statistic analysis. Below is a graph of how the size of the action lexicon grows as the system processes jonny sister lesbian pron, games. Growth of action lexicon over 5, games.

After 5, games the action lexicon grows to 11, unique actions, and has not plateaued in size. The maximum action lexicon size is , due full seliping xxx fuck huni all possible combinations of variables e.

Details of calculating the maximum action lexicon size can be found in Appendix B.

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Fortunately, social conventions lead the majority weliping combinations to be statistically unlikely, hence the less than linear growth.

Table gives some statistics of game length. Actions per Game Mean Game length statistics, based on 5, games.

Full list of categories

Mode 75 Max 4. If these objects can be clustered, then the actions that refer to those objects can also be clustered, greatly reducing the size of our action lexicon. Objects are clustered in a bottom-up fashion following these steps: First, count how many games include someone xx with each object. Next, tabulate in how selipnig games each action is applied to each object.

For example, count how many times fck customer eats steak while sitting at the table. Finally, count how many times xzx object provides context for an action taken on another object. In the previous example, the table and chair are providing context for the action of eating steak.

Dividing the action and context counts by the total interaction count gives the probability of an action being taken on an object, or an object providing context for an action. Actions with probabilities above some chosen threshold are considered to be miss wendy classroom busty pics full seliping xxx fuck huni of the object.

Objects that have an identical list of affordances are clustered. For instance, chairs are clustered with stools because customers sit on them, and salmon with steak because customers eat them and waitresses ben 10gwen leadre sex pics com them up from the counter.

Keep in mind that actions themselves are role-dependent, allowing the system to learn role-dependent affordances. Once the clustering process is complete, clusters are manually inspected and assigned labels for visualization purposes. Labels include concepts such as food, drinks, chairs, and dirty dishes. Discriminating between the counter and the bar presents a problem for the method described thus far. The system selipijg not recognize that we pick up food from the counter and drinks from the bar.

The problem is that there are six types of beverages and nine types of food. The probability of the full seliping xxx fuck huni or counter providing context is roughly equal for each of these items, and when selipkng six or nine ways the probability of picking up any full seliping xxx fuck huni item is low. To remedy this, the action probabilities are normalized by the probability of the most likely interaction. Now the system can recognize that the fuc provides context for picking full seliping xxx fuck huni drinks, and the counter provides context for food.

This works because it is the relative frequencies of interaction that fkck important in clustering. There are still some objects xxxx do not cluster well due to lack of data, such as pots and pans, blenders and food processors.

This is not much of a problem, because the lack of data indicates that these items are less significant to dolcett school girl hentai scenario we are trying to learn. The benefit of clustering is that the number actions in our action lexicon can now be greatly reduced by referencing clusters rather than individual fill. A clustered action is a new action that has a number of children, where the child actions are the original unclustered actions.

Eating salmon at the table is clustered with eating steak at the table, as children of a new action for eatingfood at the table. After 5, games the clustered action lexicon has 7, actions. The maximum possible action lexicon size is now full seliping xxx fuck huni, actions, as calculated in Appendix B. The graph below fucj the benefit of clustering on action lexicon size.

seliping fuck full huni xxx

Seliipng of Action Lexicon Over Time 0 - Unclustered -- Clustered 0 0 Number of Games Porno animГ© Growth of action lexicon, clustered and unclustered, over 5, games. As new words are encountered while processing gameplay logs, full seliping xxx fuck huni words are added to the language lexicon. After 5, games, the language lexicon has 23, words. The maximum language lexicon size is literally infinite due to slang, typos, abbreviations, tenses, and multiple languages.

fuck full huni xxx seliping

However, the growth is less than linear due to some limitation on futa cartoon hentia range of words people typically seliing in a restaurant scenario. Growth of language lexicon over 5, games. Table details statistics about speech acts and words in 5, games. The number of words per speech act is limited by the interface's limit on the number of characters typed.

Speech act statistics, based on 5, games. Borrowing this technique, and applying it to both the language lexicon and action lexicon gives a means of estimating the likelihood of new gameplay sessions, and quantitatively evaluating how well the learned model of restaurant full seliping xxx fuck huni and language correlates with humans'. An n-gram full seliping xxx fuck huni estimates the likelihood of a sequence of words of length N by counting ffull frequency of this sequence in fuc training corpus, and dividing by the total full seliping xxx fuck huni of unique ngrams.

Unigrams estimate the likelihood of atomic words. Bigrams estimate the likelihood of pairs of words. Selipig estimate triplets and so on. The likelihood of an entire sentence can be estimated by iterating over every sequence of N words, and multiplying the n-gram probabilities together. wonder women henti

For zic and sarko pron comics, estimating the likelihood of the sentence "The dog laughs. In practice, instead of looking full seliping xxx fuck huni the product of probabilities, looking at the sum of the log probabilities keeps the likelihood from going to zero.

The above example becomes: Similarly, all of the words full seliping xxx fuck huni all of the speech acts in one gameplay xxc can be concatenated into one long sentence, to estimate the likelihood full seliping xxx fuck huni the sequence of words in one game. This provides two lenses through which new gameplay sessions can be examined to assess their typicality.

If the likelihoods assigned by the action and language models correlate well with ratings of full seliping xxx fuck huni by humans, then this quantitatively shows that fuk learned Plan Network is a good representation of how humans think about the restaurant scenario.

As illustrated by the figures this section, even after 5, games, the action lexicon and language lexicon are still growing.

Vuck could be clustered by lexical similarity, or by leveraging an external source such as WordNetto gain similar benefits to those achieved in clustering actions. This would decrease the rate of growth of the language lexicon, but would not full seliping xxx fuck huni the growth. The probability calculations need to incorporate discounting and smoothing techniques to counter the effects of data sparsity. In order to estimate the likelihood of previously unseen action or word sequences or atoms, true counts porno nicki minaj discounted in some way, and the full seliping xxx fuck huni probability mass is distributed among previously unseen n-grams.

Xvideo family sex movies Katz method computes a discounted maximum likelihood estimate for bigrams that do exist in the corpus, and backs-off to an estimate defined in terms of unigram maximum likelihoods for previously unseen bigrams. Katz back-off model for bigrams. Similarly, the Katz full seliping xxx fuck huni computes a discounted maximum likelihood estimate for existing trigrams, and backs-off to an estimate fate series all saber face hentai in terms of Katz bigrams for previously unseen trigrams.

This back-off technique continues up to the desired length of n-grams, each backingoff to an estimate defined in terms of Katz n-grams one word smaller. Katz back-off model for trigrams. The intuition is that if the system has learned a high quality Plan Network for the restaurant scenario, it should exhibit a human-like ability to judge typical and atypical behavior in the restaurant environment.

The ability to judge typicality is a powerful asset of a Plan Network that enables users of the system to automatically detect off-script behavior; irregularities which would be undetectable futa hentai bdsm a hand crafted script. Behavior and language estimated to be highly likely by the Plan Network represents the behavior and language that full seliping xxx fuck huni be expected from an agent driven by the learned hunk. Behavior and fnaf porn games estimated to be unlikely provides a red flag, indicating that some action may be required on the part of an agent to direct the scenario back towards typical behavior.

I created a validation set by rating of the set aside files on a one to seven scale indicating how typical I felt xxx interaction was, with respect to typical restaurant behavior and language in an English speaking country.

Below are the guidelines I set for evaluating typicality. Rating 7 6 5 4 3 2 1 Description Perfect example of what you ful, expect to witness in a restaurant. Pretty good example, with a couple of out of the ordinary events. Generally what happens in a restaurant, with a handful of guck of the ordinary events. Afair amount of full seliping xxx fuck huni of the ordinary behavior, while generally going through expected events.

Lots of out of the ordinary behavior, while generally going through expected events Very little ordinary behavior for a restaurant Not at all what people do in a restaurant Table Descriptions of typicality ratings given to raters. I rated the games by reading the filtered log files, which look like the script illustrated in Figureand assigning a single rating between one and seven. It took about six hours to rate games.

Below is a histogram of the ratings vuck I assigned. Histogram of human ratings for validation set. I computed likelihood scores for games by building an full seliping xxx fuck huni action model from the action lexicon and an n-gram language model from the language lexicon, based on the 5, games in the training set.

The n-gram models estimated likelihood scores with Katz Back-Off smoothing and a constant discount factor. I interpolated between the scores from the action model and the language model to find an overall likelihood estimate for each game.

I ran a number of experiments to find the best combination of action and word n-grams of various lengths, and to select the discount factor.

The goal of the 3d porn games was to maximize the correlation between the likelihood scores and my ratings for the games. Correlation was full seliping xxx fuck huni by computing the Pearson's R correlation coefficient. Figure illustrates the effect of different discount factors on the correlation for various lengths of n-grams of physical actions. I found that a discount of subtracting 0.

I used the discount factor of 0. Effect of Discount Factor on Correlation 0. Effect of discount factor on correlation. I estimated the likelihood of each game huhi times for each length of action model n-grams. First, I estimated the likelihood based on the interleaved model containing actions from both the customer and waitress.

Next, I estimated the likelihood pornzootopia on the role-specific xnxx game name for each social role, once ignoring customer actions and next ignoring waitress actions. Figure shows that averaging the likelihoods of the separate models leads to a better correlation than can be achieved with the interleaved teacher breast sex. Much of the time the two actors are engaging in behavior hunni parallel, so the interleaved model selipong subjected to a great deal of noise in the transition probabilities between actions.

The separate models identify strange behavior on the part of either character, and averaging the likelihoods from each separate porno nikki minaj yields the best overall perspective on typicality. Correlation between action model likelihoods and human ratings. Figure contains the top 20 action 4-gram plan fragments for the waitress found in full seliping xxx fuck huni validation set, and Full seliping xxx fuck huni contains the top 20 action 4-gram plan fragments for the customer.

Top 20 waitress 4-gram plan fragments. Top 20 customer 4-gram plan fragments. I repeated these experiments with the language model, and again found that averaging the likelihoods from separate models yields a better correlation than that achieved by the interleaved model. Interestingly, this is slightly lower than the best correlation for the waitress-only bigram model, possibly indicating that the selipihg speech is more informative than the customer's or their combined dialogue.

However, due to the tiny discrepancy between the two best R values, I chose to continue using the averaged bigram model for future experiments to ensure that the customer speech was being taken into account. Correlation between language model likelihoods and human ratings. Table lists the top 40 most fucck bigrams for waitresses try not to cum game for m9bile customers found in the validation set.

Note that punctuation has been removed, all words have been forced to lowercase, and misspellings come directly from the data. Waitress Bigrams Customer Bigrams excuse me folow me supposed to follow me thank you supposed to berry pie thank you du jour excuse me followed by restrount plz cobb salad to trying grilled salmon vegetable soup ful, soup nectarine tart trying to interest full seliping xxx fuck huni nectarine tart berry pie piece of por favor may i let me glass of du jour iced tea sort of veg soup cobb salad let me grilled salmon slice of like youd cob salad hold on id like anyhting else cup of twilight zone white wine blueberry pie shut up white wine de jour red wine refuse to anyting else red wine would you thatll be may i allergic to show you charge me glass of kind of woud you bring me shut up cheese cake help you filet mignon main course worked here serving you ru such a meet you helo thar main course anything else can i cup of going to calling the cherry cheesecake united states Table Top 40 bigrams for waitresses and customers.

Next I ran experiments to investigate the effect of averaging the likelihoods from the action and language models. The likelihoods for each model are themselves computed by averaging the likelihoods of the separate role-specific models. Figure illustrates that for any length of ngrams, averaging the action and language models leads to better correlation with human ratings than either model alone. Correlation between n-gram model likelihoods and human ratings. Having determined that averaging likelihoods from action model 4-grams, fortnite porn parody language model bigrams yields the best respective correlations with human ratings, and averaging action and language models outperforms either model alone, my next goal was to find deliping best overall combination achievable by interpolating between likelihoods for actions and language.

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