{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/miss-tools-and-mr-fruit-emergent","title":"Miss Tools and Mr Fruit: Emergent communication in agents learning about object affordances","arxiv_id":"1905.11871","date":"2019-05-28","proceeding":"ACL 2019 7","authors":["Diane Bouchacourt","Marco Baroni"],"abstract":"Recent research studies communication emergence in communities of deep network agents assigned a joint task, hoping to gain insights on human language evolution. We propose here a new task capturing crucial aspects of the human environment, such as natural object affordances, and of human conversation, such as full symmetry among the participants. By conducting a thorough pragmatic and semantic analysis of the emergent protocol, we show that the agents solve the shared task through genuine bilateral, referential communication. However, the agents develop multiple idiolects, which makes us conclude that full symmetry is not a sufficient condition for a common language to emerge.","url_abs":"https://arxiv.org/abs/1905.11871v1","url_pdf":"https://arxiv.org/pdf/1905.11871v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"miss-tools-and-mr-fruit-emergent","repo_url":"https://github.com/facebookresearch/fruit-tools-game","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1905.11871","atlas_url":"https://app.syntology.ai/?focus=1905.11871","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1905.11871"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/fruit-tools-game","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":3,"unverified":3},"by_repo_kind":{"listed":{"samples":6,"ran":3,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":6,"samples":[{"code_sha256_prefix":"0c64ac267107a5dc","entry":"one_hot","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"0c64ac267107a5dc"}},{"code_sha256_prefix":"e9d7d35361ccb03b","entry":"return_bs_message","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"e9d7d35361ccb03b"}},{"code_sha256_prefix":"7f6952c7208a1014","entry":"sample_stgs","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"7f6952c7208a1014"}},{"code_sha256_prefix":"c52c2123819dcd3a","entry":"create_classif_dataset_simple","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"semantical_analysis.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/semantical_analysis.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"c52c2123819dcd3a"}},{"code_sha256_prefix":"350cae97b5683fa0","entry":"sem_analysis","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"semantical_analysis.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/semantical_analysis.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"350cae97b5683fa0"}},{"code_sha256_prefix":"04f71369e0a8d89c","entry":"shuffle_convers","repo":"facebookresearch/fruit-tools-game","repo_kind":"listed","path":"semantical_analysis.py","file_url":"https://github.com/facebookresearch/fruit-tools-game/blob/HEAD/semantical_analysis.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"04f71369e0a8d89c"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}