Scientists Find an 'Alphabet' in Whale Songs

Access to the research

• Commenters share the open-access paper (Nature Communications) and Project CETI’s own blog post.
• Various workarounds for the NYT paywall are discussed (archive pages, text-only mirrors, Tor onion site).

What the study suggests about whale “alphabet”

• Sperm whale clicks form discrete clusters akin to an alphabet or phoneme set.
• New work adds tempo, rhythm, rubato, and ornamental clicks, massively expanding expressive capacity.
• Some note this looks more like a rich prosodic/musical system than a simple alphabet.

Can LLMs decode whale communication?

• Enthusiasm: tokenize whale sounds, train generative models, then use LLM-style methods to find patterns.
• Proposed approaches: unsupervised or weakly supervised models over large audio corpora; mapping latent spaces; correlating with rich behavioral/contextual data (tags, video, environment).
• Skepticism: current unsupervised MT still relies on human-language parallels and existing translations; no “universal translator.”
• Concern that we might only generate plausible whale-like sequences without knowing their meaning.

Decoding vs understanding

• Repeated distinction between statistically decoding structure and actually grasping semantic content or “what it’s like” to be a whale.
• Philosophical references (lion thought experiment, Chinese Room) used to argue that even perfect mimicry might lack genuine understanding.
• Others counter that human “understanding” may itself be just complex neural computation.

Is it really “language”?

• Some say science has been reluctant to call non-human systems “language,” often reserving that term for humans.
• Others insist “language” requires evidence of both semantics and syntax, not just complex signals.
• Examples like prairie dogs, great apes, birdsong, and even fungi are raised as borderline or candidate cases.
• Debate over whether scientific caution is appropriate or reflects anthropocentric and ethical discomfort.

Ethics, intelligence, and rights

• Several argue cetaceans are likely highly intelligent, with complex culture, and that this raises uncomfortable questions about whaling, bycatch, and factory farming.
• Discussion on whether advanced communication should lead to person-like rights, contrasted with humanity’s poor record on human rights.

Interspecies communication potential

• Many express excitement about multi-species communication as an “alien language” problem on Earth.
• Speculation on whale concepts: environment, navigation, social relations, stories, gossip, possibly even fine-grained descriptions of ocean conditions.
• Project CETI is cited as a major effort aiming at active two-way experiments, not just passive recording.