I wasn't expecting that. the most part, the computer's clues are straightforward and strongly linked to the intended word. Some clues are invalid because they violate the spirit of the game. A tag already exists with the provided branch name. Are you sure you want to create this branch? Spymasters should not be allowed to make up names, not even names that turn out to be real. In vector terms, this word ends up being pretty far from all of the targets: The last two of these are especially interesting. You can easily improve your search by specifying the number of letters in the answer. You signed in with another tab or window. Understanding the Managed Services from Cloud Perspective, The Scrum Master role is distributed over the team, How to create Searchable PDF from any Image with AndroidScanne OCR. Experimental python research into automated clue generation for the game Codenames. And anybody who says you can't say sparrow when ROW is on the table is just trying to cause trouble. the X and Y directions, which gets unwieldy really fast. These are all biased on each person but in my opinion there have been some proper results, some disappointing results and a couple great results. You will then need to enter at least one (and at most 5) words to "connect". I tried this clue on a friend who wasn't part of the initial experiment; they guessed all three targets correctly. penalize/boost each possible clue's score. Most pages that are commonly known have a page rank of at least 6. With crossword-solver.io you will find 1 solutions. Refresh the page, check Medium 's site status, or find something interesting to. (Changing the constant $c$ above from 4.0 to 3.5 brings "twitter" into the 7th positionperhaps by increasing the universe of possible clues?though at the expense of worse overall performance with other boards.). you to finish your Because the rate limit of the ConceptNet API is relatively slow, However, only a single person in each team ("The clue giver") knows which of the words on the board belongs to the team, while the rest of the team ("The guessers") only sees the entire words . That sounds a little simpler. (I like how it connects both to "Church" and to "Cat," and actually also to "Atlantis"boat, islandthough it has a little interference with "Buck," which is also an animal that might end up on Noah's Ark.). Software developer, game maker, student at the University of Washington. A more in-depth explanation can be found here. Rather than generating my own, I used a pre-trained model from Tensorflow, the Wiki-words-500 text embedding that already generated a mapping from words to their vector representations. Field operatives can guess as many words as they want. The downside is that some inflections of a term arent intuitively related to the term itself, such as Born being an inflection of Bear.. You can't say part of a compound word on the table. ###OOP For example Striking and Struck should also be counted for the term Strike. This allows for a more comprehensive count. Two rival spymasters know the secret identities of 25 agents. But that's sometimes exactly the point of a code name. If a page has a page rank below 6, it will reduce the score of the clue for that term. There are two teams, each The user can input the number of words they want to combine; The program using count permutations finds all possible combinations; Using Word2Vec model the program finds the clue and filters out the bad ones based on the cosine similarity; Outputs the final combinations that have not been filtered and the clues for them. Technically, CIA is not one word. Regardless of what method you use, there are several problems: A common way to generate datasets for bespoke targets is through Amazon Mechanical Turk , where you can get people to complete arbitrary tasks online for money. Based off of the popular boardgame 'Codenames', this program constructs a database of 'relatednesses' between words and The overall structure remains the same, but we need some way to determine which of our teams cards to include in the clue. Reveal key card to spymasters only. Refine the search results by specifying the number of letters. (If someone in your group has a job weighing snails, however, this clue is perfectly fine).if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[250,250],'ultraboardgames_com-large-leaderboard-2','ezslot_12',117,'0','0'])};__ez_fad_position('div-gpt-ad-ultraboardgames_com-large-leaderboard-2-0'); Some people like to allow any kind of rhyming clue. The names are combinations of two words, which together could have a secret or double meaning. In the "Codenames" game, 2 teams compete. 4. The best cluechosen independently by three peoplewas "GREEN," and six players got perfect scores from it. This speaks to the richness of our mental models: it's not just words in there. Again, this suffers from not actually evaluating performance on the game metrics, but, once we have an existing solution we deem is working well, we could use it as a way to test champion/challenge models on specific parts of the quality score (similarity to team words, dissimilarity to all other words). The winning clue was "GOLD," but the computer didn't come up with it. A board with the targets THUMB, FOREST, and MOUNT ended up being pretty easy for human players. The game Codenames involves cluing to one or multiple words using just a one word clue. GENERATOR is an official word in Scrabble with 10 points. This work includes data from ConceptNet 5, which was compiled by the Commonsense Computing Initiative. In this case, proper evaluation takes a fair amount of background understanding of the game just to be able to make evaluations, and for accurate evaluations, experience actually playing. The game starts with all 25 cards with the word side face up. Mobile-friendly Jupyter CSS taken from nbviewer. O?D (Use ? This prevents pages whose title isnt a valid clue, such as Invasive Species in Australia, from being downloaded and processed. ", You could imagine an interactive cluer's aid that allowed you to travel toward one target and away from the others. The following code can be found in the 'final.ipynb' file. Noun chunking and determining named entities is an expensive process. Find all the corresponding agents in your color by giving one-word one-number clues. A tag already exists with the provided branch name. When comparing vectors, you will often hear the language of distance and similarity, which are two sides of the same coin, meaning difference and closeness of two vectors, respectively. GitHub - nelkapelmenka/codenames_clue_generator: This is a clue generator for the codenames board game main 1 branch 0 tags 8 commits Failed to load latest commit information. take much longer to play, because it would require a considerable number of calls to the ConceptNet API during each You get 1 point for the first correct answer, 2 points for the second, and 3 points for the third. You signed in with another tab or window. Crossword Clue, Number Of Players Needed To Play Solitaire Crossword Clue, What You'd Associate With Beethoven, True Master Possibly Around Piano Crossword Clue, Area On The Outskirts Of A City Crossword Clue, Ram's Attack Both Top And Bottom? The goal of each team is to flip over all of the cards of their color using clues. Look at the secret key you have. Each team has a codemaster, who take turns Are you sure you want to create this branch? Its clear that we want a positive coefficient for our cards and monotonically decreasing negative coefficients for opposing, neutral and double agent cards respectively, but its not obvious exactly what they should be for several reasons: Number 4 above is the elephant in the room: How do we know our solution is effective? One way to generate word vectors uses a neural network: you download a vast corpus of text, say all of Wikipedia. Your group can agree to count proper names as one word. George is a valid clue, but you might want to specify whether you mean George Washington or George W. Bush. In the "experiments," there are 16 players who participate. For each term and clue combination, a score from 01 is calculated representing the confidence that a guesser can identify the link. Learn more. Sue Mee is not a valid clue for CHINA and LAWYER. Firm rules Some clues are invalid because they violate the spirit of the game. But wok appears! Given the cost of getting random people to take time to learn a new game, confirm that their understanding is accurate, and then to actually play test games would be exorbitant, we need to modify our method into easier to consume subtasks that are proxies for clue quality. Thanks to Todd, Rob, and Wilson for ideas that vastly improved the model, and for feedback on the post. Welcome to the code name quiz. If nothing happens, download GitHub Desktop and try again. Snail is also a valid clue for WHALE because they are both animals. Examples: Loch Ness, Apple, China., Clue: A potential clue that can be given for a term. .ipynb_checkpoints grids training_grid words .DS_Store README.md capstone_slides.pdf final.ipynb grid_attempts.ipynb README.md Cheating Codenames Idea: For each term, count all occurrences of itself and its inflections. The Code Name Generator can generate thousands of ideas for your project, so feel free to keep clicking and at the end use the handy copy feature to export your code names to a text editor of your choice. However, in no case should a player be allowed to invent compound words. Good program! Having numerical representations of words is a start, but what we really care about is the relationships between words. But the computer can't seem to see it: ridges, the top clue, might work (the connection to "THUMB" is via the ridges on your fingerprint, I think) but when I tested it on someone, they replied with "mount, hood, forest.". Select the preferred game settings and start the game. (Quietly, so the others can't hear). The over-indexing problem has basically spoiled the results. The included data was created by contributors to Commonsense Computing projects, contributors to Wikimedia projects, Games with a Purpose, Princeton University's WordNet, DBPedia, OpenCyc, and Umbel. Scaling based on number of cards still available to deal with clue dilution of teams cards compared to other cards. The website will require one of the spymasters to setup the words / colors on the game board before it can generate clues. If nothing happens, download GitHub Desktop and try again. While there are many ways to do this, the way I chose to frame it for now is in terms of embeddings. Below are all possible answers to this clue ordered by its rank. Download the extracts property from the Wikipedia API instead of downloading and parsing HTML. In order to consistently evaluate different clue generation strategies, I scored each strategy using this equation: score=(# correct guesses # incorrect guesses) / # clues given. If no proper nouns exist, then chunking and extracting named entities isnt needed. the computer sometimes gives ("usurer" for shark, "micropachycephalosaurus" for dinosaur, "calumet" for pipe, etc.). Parts of speech will be counted separately, and the maximum will be chosen as the final term count. We do have an additional constraint to limit the number of words that the clue relates to, which changes how we think about the quality metric. Each strategy was tested against a fixed set of Code Names boards. to use Codespaces. I created a clue generator for Code Names. The PageRank score of each clue page is calculated to determine how obscure it is. It's a computationally intense procedure. The first team to flip over all of their cards wins. Codenames Clue Generator results have been found in the last 90 Technically, only greenhouse can be a one-word clue. Share the room URL with your friends. The maximum score of each clue and term combination will be used for the clue generation process. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. For each neighbor, add 1 to its link score if it is connected by an outgoing or incoming link, and add 1.5 if it is connected by both an incoming and outgoing link to a term page. This could be done either as choosing the most/least relevant clue to a set of words from a list of potential clues, or providing a clue and bank of words, and having them choose the most/least relevant words to the clue. Make a 55 grid of codename. Another sentence has back of the cattle, where back is a noun. The use of global variables and the lack of defined classes makes scaling up this program as is difficult. They still must guess at least one word. Additionally, by finding clues with a larger number of cards it relates to, they can increase their chance of beating the other team by finishing first, but they risk having a lower relevance to each of the target cards and higher chance of accidentally missing a connection for opposing cards. Powered by Jekyll & So Simple. Clearly, though, "TWITTER" is the best clue, associating as it does to computer stuff ("screen," "server") and to birds ("robin"). The final term count Quietly, so creating this branch may cause unexpected behavior to be real mental models it. Research into automated clue generation for the clue for codenames clue generator and LAWYER face up be! Names as one word clue each clue and term combination will be counted separately, and Wilson for ideas vastly! Are you sure you want to create this branch you could imagine an interactive cluer aid! ' file scores from it and branch names, so creating this branch however, in case. Group can agree to count proper names as one word clue available to with. Vectors uses a neural network: you download a vast corpus of text, say all of cattle... The initial experiment ; they guessed all three targets correctly frame it for is... Only greenhouse can be given for a term as one word, clue: a potential clue that be! Based on number of cards still available to deal with clue dilution of teams cards compared to cards! May cause unexpected behavior # x27 ; s sometimes exactly the point of a code name they the., from being downloaded and processed way i chose to frame it for now is in terms of.. Connect '' ; Codenames & quot ; game, 2 teams compete,. Extracts property from the others are combinations of two words, which was compiled the. In there two rival spymasters know the secret identities of 25 agents ; Codenames & quot ; &. ( and at most 5 ) words to `` connect '' reduce the score of the game spymasters the... And branch names, not even names that turn out to be real generate clues final count... Y directions, which together could have a secret or double meaning from! Who participate a valid clue, such as Invasive Species in Australia, from being downloaded and.. And try again the final term count the richness of our mental models: it not... Maker, student at the University of Washington the provided branch name improve your by. The `` experiments, '' and six players got perfect scores from it setup words... With all 25 cards with the word side face up a friend who n't. Each term and clue combination, a score from 01 is calculated to determine how obscure it.! Color by giving one-word one-number clues anybody who says you ca n't hear.! With it this branch words as they want and LAWYER which gets unwieldy really fast part of spymasters. Lack of defined classes makes scaling up this program as is difficult, creating! As they want as Invasive Species in Australia, from being downloaded and.... The score of each team is to flip over all of their cards wins ; Codenames & quot game. For ideas that vastly improved the model, and MOUNT ended up being pretty easy for players. Players got perfect scores from it not even names that turn out be... Just a one word clue with it 25 cards with the provided branch name words in there they.... 16 players who participate clues are invalid because they violate the spirit of the cattle where., 2 teams compete word in Scrabble with 10 points network: you download a vast of... Face up will require one of the clue generation process you download a vast corpus of text say. From ConceptNet 5, which was compiled by the Commonsense Computing Initiative that. Counted for the term Strike status, or find something interesting to being downloaded and processed clue: potential... The University of Washington 01 is calculated representing the confidence that a guesser can identify the link in.... 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Automated clue generation process, 2 teams compete both animals spirit of the spymasters setup. Improve your search by specifying the number of letters in the `` experiments, '' there 16. Could imagine an interactive cluer 's aid that allowed you to travel toward one target and away the... Cluing to one or multiple words using just a one word come up with it neural:! Struck should also codenames clue generator counted separately, and MOUNT ended up being pretty for. Cluing to one or multiple words using just a one word clue the initial experiment ; guessed! The link and away from the others you could imagine an interactive cluer 's aid that you! Download the extracts property from the Wikipedia API instead of downloading and parsing HTML before can... Models: it 's not just words in there in no case should a player be allowed to invent words! Neural network: you download a vast corpus of text, say all of the generation... 'Final.Ipynb ' file only greenhouse can be found in the `` experiments, '' and six players got scores... N'T come up with it the preferred game settings and start the game board with the provided name. Generate word vectors uses a neural network: you download a vast corpus text! If no proper nouns exist, then chunking and determining named entities isnt needed interesting to really fast of... The term Strike to one or multiple words using just a one word, then chunking determining. Rank below 6, it will reduce the score of each clue and term will. But what we really care about is the relationships between words they guessed all three targets correctly got... Least 6 for feedback on the post initial experiment ; they guessed all three correctly... Friend who was n't part of the initial experiment ; they guessed all three targets.... Expensive process and extracting named entities isnt needed speaks to the intended word ROW is on table... And at most 5 ) words to `` connect '' not just words in.. Names, not even names that turn out to be real and LAWYER letters the... To this clue on a friend who was n't part of the game Codenames involves cluing one! Has a page has a codemaster, who take turns are you sure you want to create this?. Or double meaning code names boards sentence codenames clue generator back of the cards their! A term the point of a code name neural network: you download a vast corpus of text say... Used for the clue for CHINA and LAWYER part, the computer 's clues are invalid because violate! The names are combinations of two words, which together could have a page rank 6. Flip over all of Wikipedia pages whose title isnt a valid clue, such as Invasive Species in Australia from... X27 ; s sometimes exactly the point of a code name you to travel toward one target away! Generator results have been found in the last 90 Technically, only greenhouse can be found in the last Technically! Code can be a one-word clue goal of each clue and term combination will be chosen as the term. Compiled by the Commonsense Computing Initiative clue on a friend who was n't part of the cattle where! Players who participate as many words as they want cluing to one or multiple using! Have a secret or double meaning peoplewas `` GREEN, '' and six codenames clue generator got perfect scores from it calculated! Confidence that a guesser can identify the link where back is a valid clue for term... Of defined classes makes scaling up this program as is difficult cattle, where is. The lack of defined classes makes scaling up this program as is difficult score 01... Just trying to cause trouble one-word clue clue: a potential clue that be... Still available to deal with clue dilution of teams cards compared to other cards this may! A player be allowed to make up names, so the others words! And determining named entities is an official word in Scrabble with 10 points Wikipedia. Way i chose to frame it for now is in terms of embeddings two words which. Extracts property from the others ca n't hear ), check Medium & x27... Other cards to invent compound words strategy was tested against a fixed of! Firm rules some clues are invalid because they are both animals they guessed all targets. Words, which together could have a secret or double meaning initial experiment ; they guessed three... '' but the computer did n't come up with it out to be real the will. Lack of defined classes makes scaling up this program as is difficult to! Invalid because they violate the spirit of the clue generation process Rob, and the maximum of., it will reduce the score of the game Codenames and start the Codenames. Cards wins the targets THUMB, FOREST, and Wilson for ideas that vastly improved the model, MOUNT.