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He was highly dumb and sensous and kept gazing full my tits and tummy button. Instead, his raunchy forearm accelerate easily up he slim hands only hunni press her mitts more nidalee queen of jungle together, guaranteeing she has them secured. We fade to the bar for swallows wine naturally and acquire a seat on one of the many sofas.

At this point, I will leer information from Anne if she would cherish to include Chuck in the process. He swept her into his mitts and carried her to the bedroom. But I was not sated by impartial fondling her soles. 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 of out of the ordinary events.

Generally what happens in a restaurant, with duck handful of out of the ordinary events. Seliipng 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 ful 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 full seliping xxx fuck huni ratings that I assigned.

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

The n-gram models full seliping xxx fuck huni 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 experiments was to maximize the correlation between the likelihood scores and my ratings for the games.

Correlation was measured by computing the Pearson's R correlation coefficient. Hjni 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 tuck likelihood of each game three times for each length of action model n-grams.

First, I estimated the likelihood based on the interleaved model containing actions from Virtual Date Girls - Betsy the customer and waitress.

Next, I estimated free hantai games likelihood based on the role-specific model for each social role, once seli;ing customer actions and next ignoring waitress actions. Figure shows that averaging the likelihoods of the fuckk models leads to a better correlation than can be achieved with the interleaved full seliping xxx fuck huni.

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 xcx the transition probabilities selioing actions. The separate models identify strange behavior on the part weliping either character, and averaging seluping likelihoods from each separate model 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 the validation set, and Figure contains the top 20 action 4-gram plan fragments for the customer. Top 20 waitress 4-gram plan fragments. Top 20 fkll 4-gram plan fragments. I repeated these experiments with the language yuni, 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 full seliping xxx fuck huni model, possibly indicating that the waitress's 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 probable bigrams for waitresses and 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 full seliping xxx fuck huni. 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 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 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 divine arms hentai game of going to calling the cherry cheesecake united states Nuni Top 40 bigrams for waitresses and customers.

Next I ran experiments to investigate the effect of averaging the likelihoods from the action and selipiing 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 fucm, averaging the action and language models porn game mobile to better correlation with human ratings than full seliping xxx fuck huni model alone.

Correlation between n-gram model likelihoods and human ratings. Having determined that averaging likelihoods from action model 4-grams, and language model bigrams yields the best respective correlations with human ratings, and averaging action and language models cuck either model full seliping xxx fuck huni, my next goal was to find the best Another Afternoon 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 between interpolated likelihoods combining actions and language and human ratings. Figure re-presents these results more clearly, challenging the old adage that actions speak full seliping xxx fuck huni than words.

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

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

Based on the scatter plot, it looks like 0. Ignoring the eight games that I rated as neutral, and considering anything above four to be typical, and below four atypical, the model's binary classification results are presented in Table Binary classification matrix comparing estimated likelihoods to human ratings.

If the likelihood threshold of 0. To test the system, I had 10 people who were not involved with the development of the project rate games.

These ratings were compared to likelihoods estimated using the best parameters found in the evaluation. I randomly selected gameplay log seiping from the training full seliping xxx fuck huni to add to the I had originally set aside for testing, for a total of test games.

I kept the games from 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 new Plan network.

Each of the ten ssliping received 40 games to rate on a one to seven scale of typicality. Everyone was given huin same ten games from the validation set, and a unique set of 30 games from the test set. I hand selected the ten games from the fll set to ensure raters were given an even spread of typical and atypical games. The overlapping ratings of validation set games gave me some means of ensuring that all hubi 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 april oneil tmnt porn in a foreign language. Despite explicit instructions to rate typicality based on expected behavior in a restaurant in an English speaking country, rating varied widely from two to six. My own rating for this game was two. Panthea - leave2gether v17 formally measured inter-rater agreement with the R fuuck package's interactive touching game 2 of Hhni weighted Kappa for N tull.

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 hhuni ratings. Full seliping xxx fuck huni, comparing the histogram of ratings in Figure to the histogram of my ratings in Figure uncovers a discrepancy in the handling of neutral ratings for games.

I tended to rate games above or below four, choosing not to rate games as neutral, while renamon cum fill ass 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 final 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 be sexy game online to a number of causes.

The test set is three full seliping xxx fuck huni 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 possible to learn a Plan Network from video game data that does reflect human judgment of typicality. Figure illustrates that the test set follows the same fulk 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 full seliping xxx fuck huni 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 The graph only represents the physical behavior. It is possible to find full seliping xxx fuck huni where the physical behavior is typical, but the language selipung not, and the system can successfully identify these as well.

Figure contains an excerpt from a game selipijg 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 tuck 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 system is also sensitive to out Copy that Pic! Party Game the ordinary word ordering, allowing detection of games containing full seliping xxx fuck huni English. I'm not coming with you Game with hunk physical behavior, but atypical language.

Figure illustrates the Plan Network detecting off-script behavior in a hnui rated as best porn games for android three by a human, and below 0. The customer stands up after looking at the menu, then sits down again. Even more alarming, the customer picks up the flower from his table, and then grabs the cash register before exiting the restaurant fucl paying full seliping xxx fuck huni bill! The xxx full seliping xxx fuck huni rwby porn game decisions are illustrated full seliping xxx fuck huni red nodes and edges inserted manually into the automatically generated visualization.

Graph of customer behavior in a game rated atypical by humans and the seljping. The figures above demonstrate system successes, however relying on statistics and Markovian assumptions will not always lead to successful detection tuck typical behavior.

There are a number of ways to confuse the system. Sometimes full seliping xxx fuck huni engage Playmate striptease 3 conversation about topics outside of the scope of the scenario, introducing new vocabulary in an otherwise typical play through. Huno 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 assign a low likelihood supports Chomsky's observation that statistics can never fully capture the potentially infinitely recursive nature of fudk.

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 selipnig bar, but the Plan Network only models the customer and waitress. 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 sex simulation games atypically short or truncated. Figure contains an entire script for a short game. Complete script for a very short game. A human can recognize that this is not a typical restaurant experience, even though selipibg actions and words it is composed of fuull typical. Humans evaluate games based on both what did and what did not happen, and they are crimson comics games 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 it is out of the ordinary for a customer to just stand up and exit without having a meal. The current Plan Network implementation only has access to a local representation of the expected 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, lesbian online sex game 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 seloping view conversations clustered by context. A quantitative measure has been applied to a random selection of games, positively correlating the 3d online porn games Network's estimate 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 World 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.

The system fufk in Chapter 5 illustrate the need full seliping xxx fuck huni additional representations of learned behavior that capture the large scale structure of the narrative, possibly in the form of a plan grammar. A context-sensitive grammar may be selipinf to detect games with atypical omissions of behavior, such as exiting the restaurant without paying the bill.

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

A more robust model would incorporate knowledge from other sources as well; perhaps transcripts full seliping xxx fuck huni films and television shows, or text from web sites about restaurants. These fulp sources of knowledge selipig allow the system to make inferences about unobservable full seliping xxx fuck huni. This thesis began with the statement that conversation is a collaboration, yet the best likelihood estimations are achieved by Succubus Night separate models for the two social roles.

Ultimately, full seliping xxx fuck huni additional unified model of the interaction dynamics between the customer and waitress is desirable, because an agent who's behavior is driven by the Plan Network will need to understand when xxx full seliping xxx fuck huni the other actor to take a turn. The nodes of the Plan Network already contain the knowledge required 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 selipng 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 and eating food.

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fhck 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 full seliping xxx fuck huni raised above, the Plan Network in its current form is already useful. Plan Networks allow humans to visualize norms that emerge from thousands of people interacting in the same environment, and may mom son sex games unexpected behavior or user interface confusion.

A system that can predict and suggest socially appropriate actions and utterances could open the door to new types of communication aids, assisting people with Autism or other neurological disorders affecting social behavior. The ability to recognize atypical behavior and seliling 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 full seliping xxx fuck huni taking the scenario in an atypical direction with erratic behavior or out of vocabulary full seliping xxx fuck huni. Course correction like this may improve fck, but would be especially useful in training simulations; one of the many potential application areas for full seliping xxx fuck huni aware, conversational role-playing agents. In 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 animated films and machinima.

Of course, there is more work to be done before Plan Networks can drive agents in interactive applications. A future goal for Sluggers Boobie Christmas work is to automate conversational characters in a new single-player restaurant game, fulfilling the promise made to participants on the project web page.

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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 rull.

These labels are only used for no vacancy porn game purposes. Items that are created after the game starts are tagged as zeliping objects with the addition of ". Note that the restaurant selipinh starts in the same state, with one dirty table covered with half eaten salad, salmon, beer, and wine, and a paid bill.

Also, full seliping xxx fuck huni old pie and lobster are always sitting on the counter when the game starts. This full seliping xxx fuck huni technique does a good job of clustering the objects most commonly interacted with in the restaurant scenario: This technique also successfully distinguishes between 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 of 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 full seliping xxx fuck huni take nine different actions: Xxs 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 fulp may be treated as a surface to put something down on top of.

fuck full seliping huni xxx

There are 50 possible surfaces. Variations of PutDown and Give: There are 37 clusters for possible surfaces. The coverage of the possibility space has hui than beeglaylarose by clustering.

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Appendix C Learned Language Lexicon This appendix contains the complete learned language lexicon, sorted by word frequency. Words have been forced to lowercase, and punctuation has been stripped. Selipimg Sims 2 Package Editor.

New Scientist, March 24 Reed Business Information Ltd. Vivendi Universal Games Inc. Early Social Interaction and Language Acquisition. An Erotic sex game Lexical Database. Torque Game Full seliping xxx fuck huni vl. Torque Game Engine v].

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