llama.cpp/common
Kawrakow 682986a08e
Add Winogrande evaluation (#5015)
* winogrande: simple implementation

It doesn't look like it is working - why?
For Mistral-7B it is barely better than
random chance (score ~60% for 1267 tasks), while I see
Mistral-7B scoring 78.4% on the HF leader board.
1-sigma statistical uncertainty for 1267 tasks is ~1.4,
so no way the difference is due to statistics.

* winogrande: somewhat better

Score for Mistrali7-B is now 68.9 on the validation set of
winogrande_debiased. Still far from the reported 78.4, but
better than what I had before.

* winogrande: improving

Mistral-7B score is now 73.56.
Still not quite 78.4 but getting there.
We are also getting a lower score on HellaSwag
compared to HF leader board, so I'm not expecting
we will get up to 78.4 anyway.

It looks like it is better to skip the choice word(s)
when evaluating the average log-likelihood. This kind of
makes sense because a more common word (in Winogrande this is
often a name) will have a higher probability without knowing
about the follow up context, and this will skew the log-likelihood
towards the more common word. We can only do this if the
choice words are not last in the sentence.

It also looks like it is better to skip the punctuation at the
end of the sentence, provided the choice words are not last.

* winogrande: add dataset instructions

---------

Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2024-01-18 13:46:27 +02:00
..
base64.hpp llava : expose as a shared library for downstream projects (#3613) 2023-11-07 00:36:23 +03:00
build-info.cpp.in build : link against build info instead of compiling against it (#3879) 2023-11-02 08:50:16 +02:00
CMakeLists.txt cmake : fix ld warning duplicate libraries libllama.a (#4671) 2023-12-29 16:39:15 +02:00
common.cpp Add Winogrande evaluation (#5015) 2024-01-18 13:46:27 +02:00
common.h Add Winogrande evaluation (#5015) 2024-01-18 13:46:27 +02:00
console.cpp check C++ code with -Wmissing-declarations (#3184) 2023-09-15 15:38:27 -04:00
console.h gguf : new file format with flexible meta data (beta) (#2398) 2023-08-21 23:07:43 +03:00
grammar-parser.cpp grammar-parser : fix typo (#4318) 2023-12-04 09:57:35 +02:00
grammar-parser.h gguf : new file format with flexible meta data (beta) (#2398) 2023-08-21 23:07:43 +03:00
log.h english : use typos to fix comments and logs (#4354) 2023-12-12 11:53:36 +02:00
sampling.cpp llama : apply classifier-free guidance to logits directly (#4951) 2024-01-15 15:06:52 +02:00
sampling.h llama : fix copy/paste error in llama_sampling_params comment (#4994) 2024-01-17 09:17:50 +02:00
stb_image.h examples: support LLaVA v1.5 (multimodal model) (#3436) 2023-10-12 18:23:18 +03:00
train.cpp train : fix typo in overlapping-samples help msg (#4758) 2024-01-03 19:53:40 +02:00
train.h sync : ggml (backend v2) (#3912) 2023-11-13 14:16:23 +02:00