This is a basic project using word2vec to generate clues for the hit game codenames: When a teammate touches a word, consult the key card and cover the word with the card of the corresponding color. Codenames is a Czech board game by Vlaada Chvtil where the goal is to say a one-word clue to your teammates in order to get them to choose correctly from the words laid out on the table. Simply type in the word you'd like us to use to generate your riddle Generate Riddle Disclaimer! Lunar squid is not a valid clue for MOON and OCTOPUS. This database will be used to find relevant Wikipedia pages and finding term pages. Codenames is a fun 4-8 player word based game. Term: A word card in Code Names. You signed in with another tab or window. Because the rate limit of the ConceptNet API is relatively slow, If a clue was given for 3 terms, and the player (me) guesses 2 correctly and 1 incorrectly, the score will be 1. Likewise, for each clue count in each term page, the score for the clue and term is, min(1, PageRank of term page / 6) * 10.7^clue count. You can easily improve your search by specifying the number of letters in the answer. This would also allow titles such as The Three Musketeers. The winning clue was "GOLD," but the computer didn't come up with it. Term page: A Wikipedia page that is related to a term. Even just 10 more names would make playing multiple games less repetitive. The Code Names Bot generates clues for the board game Code Names by processing Wikipedia articles with Python and NLTK. Click on the CREATE ROOM button. Of course, there's plenty of garbage (molybdenum (#37) (?? Use Git or checkout with SVN using the web URL. (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. (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.). Our expectation is that the win rates would be equal between groups, and any significant difference would be driven by access to the tool. Luckily, Stanford has published a data set of pre-trained vectors, the Global Vectors for Word Representation, or GloVe for short. This is my process for finding the term pages for a given term: Synonyms are manually compiled. 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.". The "board" consists of 25 cards where each card has a word on one side and a color on the other side. Each team has a codemaster, who take turns Clearly the program is noisy. The user gets a field for every row and has to manually input the values for each grid cell, ie, blue, red, red, blue, blue. For example, the terms America and Australia have many potential clue pages, but only 10 will be processed. Any remaining dumbness is mine. you to finish your Same, too, with palm. Their teammates know the agents only by their codenames. This means that there are 3 cards on the board which, in some way, relate to the word "nature" that are of that team's color. To do this, just enter your first or last name in the input field. Our mission is to produce engaging articles like reviews, tips and tricks, game rules, strategies, etc. Thus, scores for a round can be 0, 1, 3, or 6 points. Crossword Clue, French phrase meaning "obsession" Crossword Clue, Deity whose name means 'He Who Makes Things Sprout' Crossword Clue, Condiment also known as "rooster sauce" Crossword Clue, Nobel winner alongside Schrodinger Crossword Clue, Language remover soundalike Crossword Clue, Luca in Disney's "Luca" or the kraken Crossword Clue, Red herring or love triangle or 16-, 30- or 46-Across? The NLTK word tokenizer considers many hyphenated words to be a single word and therefore legal clues, while some Code Names communities consider hyphenated words to be illegal clues. (Quietly, so the others can't hear). Come try it out! .' With crossword-solver.io you will find 1 solutions. A simple vector space model using cosine similarities can dig up human-level clues at least some of the time. Some clues are invalid because they violate the spirit of the game. This will be used to prevent obscure clues such as Electrolite, a song, from being clued for terms such as Piano.. I wasn't expecting that. Sometimes you may have multiple unguessed words related to clues from the previous rounds. Another sentence has back of the cattle, where back is a noun. ###Database injection If the opposing spymaster allows it, the clue is valid. If you decide to allow this, just remember that you aren't allowed to indicate you are giving a rhyming clue. That sounds a little simpler. You could also use it as a clue for archery-related things, even though that bow is pronounced differently. Tip: Spelling is not just for homonyms. stir-fry (#19) and sichuan (#28) seem to evoke Chinese cooking. I tried this clue on a friend who wasn't part of the initial experiment; they guessed all three targets correctly. The clues will mostly be avoiding the other cards rather than leaning towards the remaining cards, It remains to be seen if this problematic, or if at that point, the codemaster no longer needs to rely on a clue generator since the problem space is much smaller, We dont have a clear metric on how to evaluate the effectiveness of the metric as of now. Same-sounding words with different meanings and different spellings are considered different words. Mobile-friendly Jupyter CSS taken from nbviewer. The database I built can be found in the file 'codenames.db', and the code to build a similar database is found in 'database_construction.py'. A much easier addition would be a computer guesser mode, where the player acts as codemaster. These experiments give a baseline of human performance, which can then be compared against the vector-space model. From each term, find all neighbors that are connected via an incoming or outgoing link to its term pages. Some like the rules another way. The real game is played on a 5x5 board, but here is a typical situation faced by a clue-giver: The three blue words are the target wordsthat's what you want your teammates to guess. One way to do this is to calculate, for a given candidate clue, the sum of its distances from the bad words minus the sum of its distances from the target words. This work includes data from ConceptNet 5, which was compiled by the Commonsense Computing Initiative. We dont have any proper nouns in our word bank. sign in Additional research into more appropraite pre-trained word embeddings, Generate our own embeddings by training an NLP model on a corpus we designed for this, Add a relative score component for clue selection. English has three ways to write a compound word. They still must guess at least one word. Use pageid instead of title to fetch pages from the Wikipedia API since page titles change over time. Codenames Clue Generator. Here's how you can win Codenames every time in exactly two clues, no matter what the board looks like: Enumerate each word on the board with the numbers 0-24. 'codenames' board game clue generator. If nothing happens, download Xcode and try again. Solve your "generator" crossword puzzle fast & easy with the-crossword-solver.com For example, if you want your teammates to guess THEATER and STRING, you can spell out b-o-w without committing to a pronunciation. Each word is embedded into a vector space using GloVe. Union all of these clue sets to get the set of possible clues for the positive terms. 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. 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. Ive done it, others do it. There are some triplets that humans can cleverly connect with words that are rarely used in similar contexts, but which make sense when you think about them. I decided to just stick with 25 words. But a future iteration of this project could add more codenames to vary the We need to compare the vectors to begin to use them. Snail is also a valid clue for WHALE because they are both animals. If the team flips over a yellow card, their turn will end. Clue pages and source pages will be downloaded from Wikipedia, with the pages text stored in a sqlite database along with the page id. The model's best effort is ufc (#23); it seems preoccupied with MMA and boxing-related words: One of the human cluers, though, came up with "GRENADE." Word Code names don't always make sense, both in the real world and in this generator. The recommender word bank may include many words not in the common vernacular that are still relevant. This is the most straightforward way, and it ensures a global level of relevance. By contrast, the only chance our dumb model has of seeing this association is if lots of texts happened to talk about palms, or hands, or fingers, in the same breath as grenades. ###OOP Indeed, a version of the model that arbitrarily weights "robin" as two or three times more important than "screen" and "saver" ends up with slightly more interesting clues like "webmaster" (perhaps a person named Robin? Indeed ark might be a strictly better clue than "MALTA." Download the codenames.py file and save it on your Desktop. You'll figure it out. A good clue generation strategy should result in more correct guesses than incorrect guesses and fewer clues given. crossword-solver.io, Undeniably Accurate Statement Crossword Clue, Soup That Might Contain Meatballs Crossword Clue, Where "You Can Hang Out With All The Boys," In Song Crossword Clue, Work Of Fiction Both Old And New? About. Technically, only greenhouse can be a one-word clue. You can't tie BUG, BED, and BOW together with a clue like b: 3 nor with a clue like three: 3. This prevents frequent numeric nouns such as Day or Year from being clued for terms that arent related. Your operatives will have to figure that out for themselves. so I decided to let that aspect of the project take a backseat. Since human players determine the relatedness of a clue to a term based on its strongest link instead of the sum of its links, the term count for each noun entity will be treated separately. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. This is obvious from the obscure and outdated(?) Codenames Valid Clues Valid Clues for Codenames We playtested various rules. 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. 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