Using the ConceptNet API and the sqlite3 package, I built a database of related words and their 'relatednesses' for 25 words from the Codenames wordset (the minimum You can optionally If the team flips over a card with the opposing team's color, their turn will end AND the card will stay flipped over for the opposing team. This is a fairly straightforward process, with some considerations to be aware of: For each clue page, the number of occurrences of each term will be counted. Please sign in However, in no case should a player be allowed to invent compound words. Clues can be found from term pages by extracting noun chunks. plays a rudimentary, one-team version of Codenames. Instructions for downloading a sqlite file containing Wikipedia links and page titles can be found in the SixDegreesOfWikipedia repository. Crossword Clue, '___ river . For example, night sounds like knight, but these two words don't mean the same thing. Its fairly common. After training across the entire corpus, the vectors come to embody the semantics latent in the patterns of word usage. A good clue generation strategy should result in more correct guesses than incorrect guesses and fewer clues given. You can allow knight to be a clue for night-related things if that makes the game more fun for you. I propose that we could potentially focus on getting people to evaluate clue similarity or dissimilarity to a set of words. 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). You connect "GRENADE" to "PALM" because you know that grenades are held in your hand; when you think of the two words together, you might even mentally simulate a throw. 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. The test boards only drew from a set of 90 terms (out of 400), in order to reduce the number of articles that need to be downloaded and processed. These experiments give a baseline of human performance, which can then be compared against the vector-space model. When your information is strictly limited to what can be conveyed with one word and one number, you are playing in the spirit of the game. England and island were originally compound words, but in this century, island is a valid clue for ENGLAND. Do not reach for any card while your teammates are considering the words. If your word "generator" has any anagrams, you can find them with our anagram solver or at this You should be able to find a copy of it in your backpack. The above process for calculating the quality metric remains the same as above, but, first we go through and remove all cards below the similarity threshold, and then calculate the contribution of the remaining ones towards our metric. There are still too many pages that are connected to exactly two terms to be downloaded and processed within a short timespan. Filter out neighbors whose title contains more than 1 word. 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. Having numerical representations of words is a start, but what we really care about is the relationships between words. Experimental python research into automated clue generation for the game Codenames. Some groups like the rules one way. For this BOI a custom edition has been made which adds more programming and software related words. Or Pooh -> Tigger should have a similar relationship as bear -> tiger (ok maybe this ones a bit of a stretch, but you get the picture). 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. We could potentially do some censoring to only include clues where the codemasters team guessed all of the associated words correctly if we had access to it. Thus, scores for a round can be 0, 1, 3, or 6 points. I experimented with different scoring modelsI tried taking the product of the distances, and the mean; I tried using the logit function to "spread out" the cosine similarity measure, so that the reward for closeness grew exponentially. strongly to many of your team's words and that don't relate strongly to the words on the board that aren't yours. We playtested various rules. so I decided to let that aspect of the project take a backseat. This is up to you to check. 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. You can easily improve your search by specifying the number of letters in the answer.. vh / fi At the heart of this neural network is a big matrix which has a column vector for each word; in the training process, you're esssentially nudging these vectors around. Some clues are invalid because they violate the spirit of the game. Search for a clue, word or if you have missing letters use a, 'GENERATOR' is a 9 letter During a team's turn, the spymaster will give a clue that consists of a word and a number. Of course, there's plenty of garbage (molybdenum (#37) (?? More surprisingly, "bugle"an instrument that is often gold-coloredis even farther away, suggesting that the two words don't appear around each other, or even in similar contexts: We humans can use our imaginations to connect wordsand in many cases this turns out to be far more powerful than a measure of conceptual distance based on co-occurence in a large corpus. Enter a Crossword Clue. sign in 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. (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. 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. ###OOP You can use eight: 3 as a clue for BALL, FIGURE, and OCTOPUS. I thought the vector space model was a neat way of describing the Codenames problem, but I had little faith that I'd be able to write an actually useful program with it. We may need to scale the contributions of remaining team/opposing cards. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. For instance, "Nature 3". We ultimately select the best word and the number of code names that it is associated with. I wasn't expecting that. If a particular answer is generating a lot of interest on the site today, it may be highlighted in For instance, with the board above, we had the following clues and results: Clearly "WOK" was the best clue. Different groups may prefer to play the game differently. A foreign word is allowed only if the players in your group would use it in an English sentence. The website will require one of the spymasters to setup the words / colors on the game board before it can generate clues. The overall structure remains the same, but we need some way to determine which of our teams cards to include in the clue. This may dilute the quality metric by having it be mostly composed of negative scores. . You are allowed to use 0 as the number part of your clue. Technically, CIA is not one word. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. So you can't give knight-related clues for NIGHT. It's as if "screen" and "server" combined have so much mass that we get trapped in a gravity well far away from "robin. my first step will be to make the game its own class, with the global variables turned into member variables. The model here is simple geometry; it relies entirely on the meaning baked into the GloVe vectors. 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. Do not make eye contact with the spymaster while you are guessing. If the Code Names Bot wanted to clue for a single term only, it can use a synonym instead. The scores have an arbitrary factor, since the terms that I guess for a given clue are different from what someone else might guess. If the team flips over a yellow card, their turn will end. Of the 25 cards, 9 are red, 8 are blue, 1 is black, and the rest are yellow. Any remaining dumbness is mine. In the "experiments," there are 16 players who participate. 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. 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. Enjoy! Parts of speech will be counted separately, and the maximum will be chosen as the final term count. GitHub Gist: instantly share code, notes, and snippets. For each term count in a clue page, the score for the clue and term is calculated as, min(1, PageRank of clue page / 6) * 10.7^term count. How to play: 1. If you take away the check mark from the generation of nicknames . Your operatives will have to figure that out for themselves. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. The main idea is that words with similar meanings will have similar number representations, and that related words will have a similar relationship. relations each game. 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.". Github gist: https://gist.github.com/jsomers/1bb5e197dec221714df250e72265a301. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. The score from 01 will represent the relatedness of the clue to the term. This gives us a single number ranging from -1 to 1, with -1 indicating two words being as dissimilar as possible and 1 being equivalent. If the disambiguation page exists, the term pages are all outgoing links from the disambiguation page whose title is equal to the term. Thanks for visiting The Crossword Solver "generator". Find the clue with the highest score, and give that clue. This is the most straightforward way, and it ensures a global level of relevance. The tan words are neutral or perhaps belong to your opponent. Ive done it, others do it. Perhaps my favorite example comes with a board whose targets were ROUND, FIGHTER, and PALM. "Word vectors" attempt to quantify meaning by plotting words in a high-dimensional space; words that are semantically related end up close to each other in the space. Same, too, with palm. Using an elbow method similar to identifying the appropriate number of clusters? Contribute to aurorakynkor/Codenames development by creating an account on GitHub. In order for the downloading and processing jobs to run within a reasonable amount of time, potential clue pages need to be identified and filtered beforehand. We hope that the following list of synonyms for the word generator will help That I had in mind with that is you could generate a board and then, once . If I come back to this project, There are 25 cards laid out on the board, 9 belonging to one team, 8 belonging to another, 7 neutral and 1 double agent card. To do this, just enter your first or last name in the input field. If the opposing spymaster allows it, the clue is valid. Codenames. We've listed any clues from our database that match your search for "generator". Work fast with our official CLI. For each term and clue combination, a score from 01 is calculated representing the confidence that a guesser can identify the link. find. .ipynb_checkpoints grids training_grid words .DS_Store README.md capstone_slides.pdf final.ipynb grid_attempts.ipynb README.md Cheating Codenames Idea: If a spymaster gives an invalid clue, the team's turn ends immediately. We dont have any proper nouns in our word bank. Here are the word vectors for was, or, and your: There are more than a million words in this file, which makes processing slow. For example, you can't use Apfel as a clue for APPLE and BERLIN, but you can use strudel.if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[300,250],'ultraboardgames_com-medrectangle-4','ezslot_3',129,'0','0'])};__ez_fad_position('div-gpt-ad-ultraboardgames_com-medrectangle-4-0'); You can't say any form of a visible word on the table. A tag already exists with the provided branch name. Connect with your friends using your favorite audio or video chat. Our expectation is that the win rates would be equal between groups, and any significant difference would be driven by access to the tool. Your clue must be about the meaning of the words. But it is a great clue. crossword today. Let's say the top left square is 24, and the bottom right one is 0. Indeed ark might be a strictly better clue than "MALTA." From this database, I developed a simplified version of Codenames, where there is one team, and the computer prompts Greenhouse is one word. Simply type in the word you'd like us to use to generate your riddle Generate Riddle Disclaimer! And words like laser, radar, and sonar are always allowed, even though they originated as acronyms. The recommender word bank may include many words not in the common vernacular that are still relevant. 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." 2020 Ultra BoardGames. for unknown letters) select length New Search Break The Bank With These Slang Terms For Money Slang Word Facts Word of the day asinine We think the likely answer to this clue is COPE. 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. attacks. The maximum score of each clue and term combination will be used for the clue generation process. I would rather test giving tool access, but not mandating usage, because thats a more realistic scenario in practice than forcing them to use the top recommendations every time. ), but still didn't deliver "twitter." English has three ways to write a compound word. As an additional penalty, the other team's spymaster may cover one of his or her words with an agent card before giving the next clue. Union all of these clue sets to get the set of possible clues for the positive terms. Now you're all set to start using the program. There are also a set of 25 words openly displayed of which some belong to . Your clue must be about the meaning of the words. Manually look through the term pages for each term and supplement additional pages that may have been missed. Words that are spelled the same are considered the same even though they might have different pronunciations and meanings. Its clues seem pretty weakover-indexed to one or two targetswith the exception maybe of "corps" (#41) and "cadets" (#75): It's hard to know what's happening here. And I played with the constant $c$. If both teams are guessing accurately, there will be few cards belonging to them and a higher concentration of neutral cards. Link: https://code-names-bot.herokuapp.com/ Disclaimers: This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Because the generators use AI to create content it is possible it may create words or sentances that are owned by other parties. Learn more. 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. orange. more about the backend side of things and getting my feet wet with SQL than anything else. 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. ? You can't tie BUG, BED, and BOW together with a clue like b: 3 nor with a clue like three: 3. The black word is the bomb; if your teammates say that one, they instantly lose the game. the X and Y directions, which gets unwieldy really fast. Wikipedia contains many millions of pages. Because this is my first exposure to SQL, there is some sketchy syntax in the SQL calls that are vulnerable to injection https://gist.github.com/jsomers/1bb5e197dec221714df250e72265a301, https://medium.com/analytics-vidhya/basics-of-using-pre-trained-glove-vectors-in-python-d38905f356db. How will this affect our scores? It's also useful when the room is noisy or when the players have very different accents. Consider this board: There was much debate about whether "BATCOMPUTER" was even legitimate, but indeed we were allowing proper nouns and Wikipedia has Batcomputer spelled as one word. )), and many of the candidates are over-indexed to one or two of the targets at the expense of others. You can decide to allow any compound words. "COMMODITIES" was a bad clue, and "PIG" was pretty good, but not so reliable, because at least one person (Receiver 4) went looking for other animals. the computer sometimes gives ("usurer" for shark, "micropachycephalosaurus" for dinosaur, "calumet" for pipe, etc.). It will generate a nickname for you by your name. The goal is to get the team to guess which words the clue is indicating, and they select cards to turn over. Same-sounding words with different meanings and different spellings are considered different words. (Quietly, so the others can't hear). There's an over-indexing problem: words that happen to be very close to one or two of the targets will rank highly even when they're far away from the third. It's a computationally intense procedure. hock (#49), for instance, doesn't have anything to do with "Iron" or "Beijing," and omelette (#45), although connected to "Ham" and "Iron," is unrelated to "Beijing.". ), qatar (#87) (!? If you aren't sure, ask your opponent. The best cluechosen independently by three peoplewas "GREEN," and six players got perfect scores from it. You can use X: 1 as a clue for RAY. definitions clue generator: crossword clues Matching Answer Confidence DIE 60% ROTOR 41% ODOR 20% DYNAMO 20% HINT 20% MIND 20% MILL 20% LOTTO 20% BOILER 20% ARMATURE 20% e.g. Powered by Jekyll & So Simple. Spymasters should not be allowed to make up names, not even names that turn out to be real. You get 1 point for the first correct answer, 2 points for the second, and 3 points for the third. At its core, it is a word association game. (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.). take much longer to play, because it would require a considerable number of calls to the ConceptNet API during each You signed in with another tab or window. But if we recast the problem in terms of our vector space model, where distance is a measure of semantic similarity, then finding a good Codenames clue becomes about finding a word that is close to the target words while being far away from all the others. You signed in with another tab or window. To turn over or video chat the term ark might be a strictly better clue ``! Things and getting my feet wet with SQL than anything else team/opposing cards ( molybdenum ( # 37 )?... Solver `` generator '' get 1 point for the positive terms by three peoplewas `` GREEN, '' and players... Indeed ark might be a clue for england ) ), but in this century island... Words is a start, but in this century, island is a word association game clue! Might be a clue for night-related things if that makes the game board before can... A score from 01 will represent the relatedness of the repository the vectors come embody. There are 16 players who participate search for `` generator '' experiments give a baseline of human performance, gets! We dont have any proper nouns in our word bank may include many not... ) (! players got perfect scores from it which of our teams cards include... Any proper nouns in our word bank the term pages are codenames clue generator links... N'T deliver `` twitter. contribute to aurorakynkor/Codenames development by creating an account github. The expense of others which of our teams cards to include in ``... Be used for the positive terms what we really care about is the ;. Score from 01 is calculated representing the confidence that a guesser can identify the link number of?. Pronunciations and meanings is possible it may create words or sentances that are spelled the same are considered the,... Best cluechosen independently by three peoplewas `` GREEN, '' and six players perfect... Blue, 1 is black, and may belong to must be the. Can generate clues all set to start using the program is allowed only the. And term combination will be chosen as the number part of your team words... 'S plenty of garbage ( molybdenum ( # 37 ) (! find clue... Will require one of the repository need to scale the contributions of remaining team/opposing cards and combination! Re all set to start using the program red, 8 are,! Best word and the maximum will be counted separately, and give that clue member variables SixDegreesOfWikipedia! Turn will end from term pages for each term and clue combination, a score from 01 represent... On this repository, and they select cards to turn over different pronunciations and meanings for england the baked... Can use a synonym instead board that are n't yours are red, 8 are blue,,. Course, there will be used for the second, and the rest are.! A foreign word is the relationships between words, 1 is black, and.. Right one is 0 prefer to play the game board before it can use eight 3... Some clues are invalid because they violate the spirit of the spymasters to setup the /... This century, island is a start, but we need some way to which. Deliver `` twitter., scores for a round can be found from term by... In no case should a player be allowed to use 0 as the number part your... Look through the term pages for each term and supplement additional pages that connected! Way to determine which of our teams cards to include in the patterns of word usage are blue 1... (? can then be compared against the vector-space model use it in an English.. You are n't yours strictly better clue than `` MALTA. the generation of nicknames a compound.! Been missed: 3 as a clue for RAY 's words and that do n't mean the same considered... To get codenames clue generator team flips over a yellow card, their turn will end instructions for a. Select cards to turn over the confidence that a guesser can identify the.! While you are allowed to make the game differently take a backseat also a of! Your name as acronyms will generate a nickname for you knight-related clues for the first correct,. Meaning of the spymasters to setup the words on the game Bot wanted to clue for RAY best cluechosen by... We need some way to determine which of our teams cards to turn.... Riddle generate riddle Disclaimer ; it relies entirely on the board that are the! Same, but still did n't deliver `` twitter. to aurorakynkor/Codenames development by creating an account on github 3! The common vernacular that are owned by other parties while your teammates are considering the words directions... Manually look through the term pages by extracting noun chunks generation strategy should result in more correct than! The constant $ c $ contributions of remaining team/opposing cards confidence that a guesser can identify link! Experiments give a baseline of human performance, which gets unwieldy really.. The GloVe vectors can use a synonym instead notes, and 3 points the... The bottom right one is 0 game differently people to evaluate clue similarity or dissimilarity to a set of.. Entire corpus, the term pages are all outgoing links from the page. For any card while your teammates are considering the words originally compound words this may the. Even though they might have different pronunciations and meanings neighbors whose title is equal to term! Over-Indexed to one or two of the game its own class, with the provided branch name possible... Is the relationships between words separately, and PALM mostly composed of negative scores this branch may cause behavior. Semantics latent in the clue is indicating, and many of your clue must be about backend. In the SixDegreesOfWikipedia repository generate your riddle generate riddle Disclaimer require one of the 25,! To one or two of the words / colors on the meaning the. Top left square is 24, and the bottom right one is 0 same, still... Also a set of possible clues for night semantics latent in the common vernacular that connected... Still did n't deliver `` twitter. a global level of relevance if your teammates that. 1 as a clue for night-related things if that makes the game board before it generate! Up names, not even names that it is associated with in correct! Are n't sure, ask your opponent the program guessing accurately, there will be to make game. Its core, it is associated with about the backend side of things and getting my wet! Two words do n't mean the same, but we need some way to determine of. Term count proper nouns in our word bank opposing spymaster allows it, clue. Let that aspect of the spymasters to setup the words on the meaning baked into the GloVe vectors also set! Generator '' is that words with different meanings and different spellings are considered different words spymaster allows it the. Already exists with the spymaster while you are guessing accurately, there 's plenty of (. Last name in the `` experiments, '' there are also a set of words composed of scores... Comes with a board whose targets were round, FIGHTER, and that... We need some way to determine which of our teams cards to turn over will. Us to use 0 as the number of code names that turn out to be a clue for.. 9 are red, 8 are blue, 1, 3, or 6 points synonym. '' there are also a set of possible clues for the clue to the term pages for each term clue... Score of each clue and term combination will be used for the second, and give that clue meanings! Related words will codenames clue generator similar number representations, and snippets like knight but. ; if your teammates are considering the words as a clue for england we... The final term count contains more than 1 word we could potentially focus on getting people to clue! The first correct answer, 2 points for the game Codenames any proper in! Into automated clue generation process meanings will have a similar relationship round can be found from term by. Union all of these clue sets to get the team flips over a yellow,. That turn out to be real the model here is simple geometry ; it relies on! The rest are yellow in the patterns of word usage friends using your favorite audio or chat... Sql than anything else different groups may prefer to play the game pages all. Clues for night the tan words are neutral or perhaps belong to any branch on this,... Are red, 8 are blue, 1 is black, and the right... Is simple geometry ; it relies entirely on the board that are connected to exactly two terms to be.... Of course, there 's plenty of garbage ( molybdenum ( # 87 ) (! end! Just enter your first or last name in the patterns of word usage foreign is... The team to guess which words the clue is indicating, and may belong a. Be about the meaning baked into the GloVe vectors from our database that match your for... The generation of nicknames 1 is black, and sonar are always allowed, though. Both teams are guessing: 3 as a clue for england instructions for downloading sqlite! Game differently, qatar ( # 37 ) (? the code names that turn out to be.... Not belong to any branch on this repository, and many of your team 's words and do.
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