The East Papuan languages were proposed as a family by linguist Stephen Wurm and others. However, their work was preliminary, and there is little evidence that the East Papuan languages actually have a genetic relationship. For example, none of these fifteen languages marked with asterisks below share more than 2–3% of their basic vocabulary with any of the others. Dunn and colleagues tested the reliability of the proposed 2–3% cognates by randomizing the vocabulary lists and comparing them again. The nonsense comparisons produced the same 2–3% of "shared" vocabulary, demonstrating that the proposed cognates of the East Papuan languages, and even of proposed families within the East Papuan languages, are as likely to be due to chance as to any genealogical relationship. Thus in a conservative classification, many of the East Papuan languages would be considered language isolates. Since the islands in question have been settled for at least 35 000 years, their considerable linguistic diversity is unsurprising. However, Malcolm Ross has presented evidence from comparing pronouns from nineteen of these languages that several of the lower-level branches of East Papuan may indeed be valid families. This is the classification adopted here. For Wurm's more inclusive classification, see the Ethnologue entry .
Each of the first five entries in boldface is an independent language family, not known to be related to the others. Languages that are transparently related to each other are listed together on the same line. The first family is a more tentative proposal than the others and awaits confirmation. Reconstructed pronoun sets for each of the families are given in the individual articles.
* Dunn and colleagues found no demonstrable shared vocabulary between these fifteen languages. ** Ross considered these four languages in addition to the fifteen studied by Dunn and colleagues.
True language isolates
These three languages are not thought to be demonstrably related to each other or to any language in the world.
* Dunn and colleagues found no demonstrable shared vocabulary between these fifteen languages.
Austronesian languages formerly classified as East Papuan
Wurm classified the three languages of the Santa Cruz and Reef Islands as an additional family within East Papuan. However, new data on these languages, along with advances in the reconstruction of Proto-Oceanic, has made it clear that they are in fact Austronesian:
Reefs – Santa Cruz languages: Santa Cruz, Nanggu, Äiwoo
Similarly, Wurm had classified the extinct Kazukuru language and its possible sister languages of New Georgia as a sixth branch of East Papuan. However, in a joint 2007 paper, Dunn and Ross argued that this was also Austronesian.