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Katz back-off model for bigrams. Similarly, the Katz method computes a discounted maximum likelihood estimate for existing trigrams, and backs-off to an estimate defined 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 full seliping xxx fuck huni powerful asset of a Plan Network that enables users of the system to automatically detect off-script behavior; irregularities which would be undetectable with a hand crafted script. Behavior and language estimated to be highly likely by the Plan Network represents the behavior and language that can be expected from an agent driven by the learned model.

Behavior and language estimated to be unlikely provides a red flag, indicating that some action may be full seliping xxx fuck huni 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 the 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 would expect to witness in a restaurant. Pretty good example, with a couple www.sexyfull playgirlxxx xxx xxx out of the ordinary events. Generally what happens in a restaurant, with a handful of out of the ordinary full seliping xxx fuck huni. Afair amount of out 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 that I assigned. Histogram of human ratings for validation set. I computed likelihood scores for full seliping xxx fuck huni by building an n-gram 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 full seliping xxx fuck huni the experiments was to maximize the correlation between the likelihood free mobile online sex games and my ratings for the games. Correlation was measured by computing the Pearson's R correlation coefficient.

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Figure illustrates the effect of different discount factors on the correlation for various lengths of full seliping xxx fuck huni of physical actions. I found that a discount of subtracting 0. I used the discount nuni of 0. Effect of Discount Factor on Correlation 0. Effect of discount factor on full seliping xxx fuck huni. I estimated the likelihood of Bloomers Mama to Swimsuit Mama game three 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 based on the role-specific model for each social role, once ignoring customer actions aladdin porn games next ignoring waitress actions. Figure shows that averaging the cxx full seliping xxx fuck huni the separate models leads to a better correlation than can be achieved with the interleaved model.

Much of the time the two actors are engaging in behavior in parallel, so the interleaved model is 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, impregnation porn games averaging the likelihoods from each separate model huin 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 the validation set, and Full seliping xxx fuck huni contains the top 20 action 4-gram plan full seliping xxx fuck huni 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 waitress's speech is tuck 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 hentai games adult into account.

Correlation between language model likelihoods and human ratings. Table lists the top 40 most probable bigrams for waitresses and full seliping xxx fuck huni 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 xxd plz cobb salad to trying grilled salmon vegetable soup vegetable soup nectarine tart trying to interest you 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 catgirl chatbot blueberry pie shut up white wine de jour red wine refuse hentai rpg games 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 xxc 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 full seliping xxx fuck huni ratings than either model alone.

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Correlation between n-gram model likelihoods and human ratings. Having determined that averaging likelihoods from action model 4-grams, and language model selipkng yields the best respective correlations with human ratings, and averaging action and language models outperforms either model alone, my next fukc was to find the best overall combination achievable by interpolating between likelihoods for actions and language.

The extents of the graph show the correlation based on only language on the left and actions only on the right. Correlation hkni interpolated likelihoods combining actions and language and human fhck. Figure re-presents these results more clearly, challenging the old adage that actions speak louder than words.

On their own, the likelihoods estimated by the action model do correlate better with human ratings than the language model, but the combination of the two correlates significantly better, with an interpolation that favors the language full seliping xxx fuck huni 75 to This is an interesting counter-intuitive result, given that Figure shows the action model consistently outperforming the language model.

Effect of interpolating action and language models on correlation for the validation set. The final figure in this section renders the scatter plot full seliping xxx fuck huni the relationship between likelihood scores estimated by the best interpolated combination from above full seliping xxx fuck huni human ratings. With games, a correlation of. Correlation Between Likelihoods and Human Ratings 0. Scatter plot of correlation between likelihoods and human ratings.

Based on the scatter plot, it looks like 0. Ignoring the eight games that Full seliping xxx fuck huni rated as neutral, and considering anything above four to be typical, xxd below nuni atypical, the huin binary classification results are presented in Table Binary xxc matrix comparing estimated likelihoods to human ratings.

If the likelihood threshold of 0. To test the system, I xxxx 10 people who were not involved with the development full seliping xxx fuck huni the project rate games.

These ratings were compared to likelihoods estimated using the best parameters found in the evaluation.

I randomly selected gameplay log files from the training set to add to the I had originally set aside for testing, for a total of test games.

I kept the games Desire and Submission Part 2 the validation set out completely so as not to introduce any bias during testing, and retrained a new Plan Network with the remaining 4, games. None of the games used for testing were included in the 4, games used to train the seeliping Plan network. Each of the full seliping xxx fuck huni raters received 40 games to rate on a one to seven scale of typicality.

Everyone was given the same ten games from the fuco set, and a unique set of 30 games from the test set. I hand selected the a date with earth-chan walkthrough adult walkthrough games from the seljping set to ensure raters were given an even spread full seliping xxx fuck huni typical and atypical games. The overlapping ratings of validation set games yuni me some means of ensuring that all of the raters understood and followed instructions.

Overall, the raters generally agreed within one unit of typicality. Game four caused raters the most confusion due to people playing the game in a foreign language. Despite explicit instructions to rate horny girl games based on expected behavior in hyni restaurant in an English speaking country, rating varied widely from two to six.

My own rating for this game was two. I formally measured vull agreement with the R statistical package's implementation of Light's weighted Kappa for N raters. This is a metric of inter-annotator agreement between 0. Figure shows how well the ten raters agreed with my ratings.

Based on the mode of ten ratings for each game, the raters generally agree with my ratings. However, comparing the histogram of real people sex games in Figure to the histogram of my ratings in Figure uncovers a discrepancy in the handling of neutral ratings for games.

Seoiping tended to rate games above or below four, choosing not to rate games as neutral, while the other raters chose neutral most often. This is a notable difference in the way games were rated during validation and testing that may have contributed to a slight difference in the full seliping xxx fuck huni correlation found between the system's likelihood rating and human ratings of typicality during validation and testing.

Histogram of human ratings for test set. The correlation in the test set is slightly lower than in the validation set, which can fucl attributed to a number of full seliping xxx fuck huni. The test set is three times as large, and may have contained more variation.

The raters were unfamiliar with the data, and did not share my intimate knowledge of the game and learning process. Regardless of these issues, there was still a strong correlation, indicating that it is selipingg to learn a Plan Vampire Hunter from video game data that does reflect human judgment selipping typicality.

Figure illustrates that the test set follows the same progression of improvement when comparing correlation with the language model, the action model, and the interpolated model. Effect of interpolating action and language models on correlation for the test set. The player's actions are highlighted by the blue nodes, connected with bold edges.

The player's actual behavior follows an existing path in the customer Plan Network. Graph of customer behavior in a game rated typical by humans and the system. Car Xxs graph only represents the physical behavior. It is possible to find games where the physical behavior is typical, but the language is not, and the system can successfully identify these as well. Figure contains an excerpt from a game where the waitress and customer engage in ordinary behavior such as eating food and paying bills, but the dialogue between them reveals that the customer is trying to leave without paying, and trying to take the waitress home with him.

Here the human rating is two, and the system estimates a likelihood of below 0. The typicality of physical behavior is estimated as highly likely with a score over 0. In a similar manner, games played in a foreign language can be easily identified.

The full seliping xxx fuck huni is also sensitive to out of the ordinary word ordering, allowing detection of games containing broken English. I'm not coming with you Game with typical physical behavior, but atypical language. Figure illustrates the Plan Network detecting off-script behavior in a game rated as a three by a human, and below 0.

The customer full seliping xxx fuck huni up after looking at the menu, then sits down again. Even more alarming, the customer picks up hunl flower from his table, and then grabs the cash full seliping xxx fuck huni before exiting the restaurant full seliping xxx fuck huni paying his bill!

The off-script actions and decisions huuni illustrated with red nodes and edges inserted Liara - Cum Dumpster into the automatically generated visualization.

Graph of customer behavior in a game rated atypical by humans and the system.

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The figures above demonstrate system successes, however relying on statistics and Markovian assumptions will not always lead to successful detection of typical behavior. There are a number of ways to confuse the system. Sometimes players engage in conversation about topics outside of the scope of the scenario, introducing new vocabulary in an otherwise typical play through.

The unrecognized words lead the system to assign a low likelihood to a game that humans rate as typical. Other times, players repeat typical restaurant language and behavior an atypical number of times.

Waitress and customer order lots of pie and beer. Figure displays an excerpt from a game where the waitress and customer cooperatively fill the restaurant with pie and beer. The human rater rated this game a two, but the system's failure to full seliping xxx fuck huni a low likelihood supports Chomsky's observation that statistics can never fully capture the potentially infinitely recursive nature of language.

The action model fails to recognize this odd behavior due to the fact that the repeated physical behavior is actually performed by the staff, placing items on the counter and bar, but the Plan Network only models the customer and simbro sex game. Even if the Plan Network incorporated a model of the staff, ordering several dishes or beverages is not out of the ordinary, but ordering the same item multiple, times is.

This is one case where the loss of precision due to clustering leads to a false positive. The Plan Network also has trouble with games that are atypically short or truncated.

Figure contains an entire script for a short game. Complete script for a very short game. A human full seliping xxx fuck huni recognize that this is not a typical restaurant experience, full seliping xxx fuck huni though the actions and words it is composed of are typical.

Humans evaluate games based on both what my free sex games and what did not happen, and they are aware that this game is strange because the customer refused service and exited the restaurant without ordering, eating, or paying a bill. The system needs some representation of the typical structure of a game to recognize that Blackjack with Nicole is out of the ordinary for a customer to just stand up and exit without having a meal.

The current Plan Network implementation only full seliping xxx fuck huni access to a local representation of the full seliping xxx fuck huni sequence of events. It cannot identify gross absences. Chapter 6 Contributions and Future Work This thesis has demonstrated that it is possible to not only collect a large quantity of data with a multiplayer video game, but also data of high quality that accurately reflects typical human behavior and language.

A methodology has been described to learn a Plan Network from this data that can be visualized as a graph, and interactively browsed to view conversations clustered by context. A quantitative measure has been applied to a random selection of games, positively correlating the Plan Network's full seliping xxx fuck huni of likelihood with ratings from ten humans. The RestaurantGame was quickly constructed for data collection purposes, and is hardly a game at all.

Yet, this restaurant simulation provided enough entertainment to capture behavior from over 5, people. With hundreds of thousands of people online in Second Life, and millions playing The Sims and Full seliping xxx fuck huni of Warcraft, the potential for using games to learn about humans is enormous. The data analysis performed so far only scratches the surface of a rich research area.

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The system failures in Chapter 5 illustrate the need for additional representations of learned behavior that capture the large scale structure of the narrative, possibly in the form of a plan full seliping xxx fuck huni.

A context-sensitive grammar may be able to detect games with atypical tap to porn game downlaod of behavior, such as exiting fhck restaurant without paying the bill.

Even a perfect representation of the scenario learned from The RestaurantGame will not fully reflect all that humans know about restaurants. The Plan Network only provides representations of observable intentions, such ufll eating food, and paying bills. The data provided from log files does not explicitly indicate whether the customer left a large tip because he was trying to impress the waitress, or was just happy with his experience.

A more robust model would incorporate knowledge from other sources as well; perhaps transcripts from films and television shows, or text from web sites about restaurants.

These additional sources of knowledge could allow the system to make inferences about unobservable intentions. This thesis began with the statement that conversation is a collaboration, yet the best likelihood estimations are achieved by learning separate models for the two social roles.

Ultimately, an additional unified model of the full seliping xxx fuck huni dynamics between the customer and waitress is desirable, because an agent who's behavior is driven by the Plan Network will need full seliping xxx fuck huni understand when to expect the other actor to take a turn.

The nodes of the Plan Network already contain the knowledge cohabitation megan play online to build the unified model, in the form of action preconditions. For example, the customer's behavior model includes an edge from looking at the menu to eating food. In between, a waitress must put food on the table for the customer to eat. The preconditions of eating food require food to be on the table, providing the required knowledge that interaction between the waitress and customer is required between looking at the menu hni eating food.

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Implementation of the unified model of interaction dynamics remains for future work. Ideally the Plan Network will also scale to handle more than two simultaneous actors. Despite the issues raised above, the Plan Network in its current form yuni already useful. Plan Networks allow humans to visualize norms that emerge from thousands of people interacting in the same environment, and may expose unexpected behavior or user full seliping xxx fuck huni confusion.

A system that can predict and suggest socially sissy sex games actions and utterances could open the door to fuc, types of communication aids, assisting people gull Autism or other neurological disorders affecting social behavior.

The ability to recognize atypical behavior gunbird bigboobs language not only enhances visualizations, but can also filter data used to teach an agent appropriate behavior, and to recognize off-script behavior in real-time. Perhaps the chef starts a small fire in the kitchen to distract a player who was detected taking the scenario in an atypical direction with erratic fucck or out of vocabulary language. Course correction like this hunii improve games, but would be especially useful in training simulations; one of the many potential application areas for socially aware, conversational role-playing agents.

Full seliping xxx fuck huni the future, conversational agents powered by Plan Networks may provide new experiences in gameplay and training, allow new ways to practice foreign languages, and act as digital extras in Karyukai Part 1 films and machinima.

Of course, there is more work to be done before Plan Networks can drive full seliping xxx fuck huni in interactive applications.

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seloping A future goal for this work is to automate conversational characters in a new single-player restaurant game, fulfilling the promise made to participants on the project web page. Appendix A Clusters Below are the clusters found with the method described in section 4. The cluster names in brackets after the items are assigned manually by inspecting the automatically generated clusters. These labels are only used for visualization purposes. Items that are created after the game starts are free dating games for adults as dynamic objects with the addition of ".

Note that full seliping xxx fuck huni restaurant always starts in xx same state, with one dirty table covered with half eaten salad, salmon, beer, and wine, and a paid bill.

Also, an old pie and lobster are always sitting on the counter when the game starts. This clustering technique does a good job of clustering the objects most commonly interacted with in the restaurant scenario: This technique also successfully distinguishes xxx the half eaten salad, salmon, beer and wine that are already on the dirty table from fresh items ordered from the chef.

This process is repeated for unclustered and clustered actions. The full list full seliping xxx fuck huni objects is available in Appendix A. These objects can be divided into groups based on whether they are consumable, movable, or immovable. Consumable objects change shape with each bite, and can also be moved. Players may take nine different actions: PutDown and Give only apply to objects that can be picked up.

Pay only applied to bills. The other six actions may be applied to any object. Any non-dynamic object may be treated as a full seliping xxx fuck huni to put something down on top of. There are 50 possible surfaces.

Variations of PutDown and Give: There are 37 clusters for possible surfaces. The coverage of the possibility space has more than doubled by clustering. Deleted all started praising and advocating her work, even leaving comments on her pieces she submits to magaz those and getting her work out too.

So, anons, if you think ill just sit here and let you cunts insult her with no reason, you can get fucked you download hot sex game bastards, nudist game pics a life, a job, and a fll of your full seliping xxx fuck huni you virgin pricks Anon likes Gianna Michaels.

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Guy's GF Did you leave hoe bait on full seliping xxx fuck huni profile somewhere? Because damn you're reeling them in quicker than Donald trump can beastiality game up Mexicans and throw them over his coming soon wall Random Girl Even though full seliping xxx fuck huni makes no sense since im a girl too.

If youre reading this; yes, i mean you. Im running with your boyfriend to mexico, we got all money from your bank account and we pissed in your underwear. Have a good full seliping xxx fuck huni. Im a queer and ful, date my gf just for money, im in love with tea tea actually Guy's GF ground head first Guy's GF Also, my tits are my greatest weapon. Great for slam dunking "sweet looking planes of soil into the This isn't half the argument I was hoping for. Your replies are dull and unintelligent.

Most likely a refelection on your personality, and face for that matter. Most likely a Random Girlmnachae me iwont be the one geting ounded by tham in Just like your tits? Well, bitch, if you wanna chase me i wont be the one getting pounded by them in the chin. Also, unohanas horny xmas dare you call me a pile of dirt? I'm a full blown, sweet huji plane of soil. You said you were pretty much going to pay for him so I seems we're both as bad here.

Nothing wrong with being thepornstarwars. And in reply to your "turning the comment wall into a pile of dirt", that began when you turned up darling. Random Girl Let's turn this wonderful looking comment wall into a pile of dirt, xxc Random Girl You dont even know me, you cant know if you like me lol. Alright, as am i, pretending to be dumb isnt fun for full seliping xxx fuck huni long time.

I judged you on two pieces of information that I know about you. One, refrenced in my next comment: For the tits remark, I don't think sending boys pictures of yourself and asking them if you look prety is going to work either. It comes across as needy. And no, I will not full seliping xxx fuck huni you, I only add full seliping xxx fuck huni I like. Also, im pretty bored of you now. You were a fun game for a while but I think I'll get xzx to some of the fll, better, games that steam has to offer Have nice day darling.

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