science_paper

science_paper_1_q1: How much data (in Millions) do they use to ablate the Perception Encoder? Respond with the number.

Source	Answer	Match
Target	17
gemini	Unknown	✗
luna	17	✓

science_paper_1_q2: What family of models mentioned in the paper can be used to make comparisons that involve native resolution?

Source	Answer	Match
Target	qwen
gemini	1. Search Strategy: The user is asking for a "family of models" used for comparisons involving "native resolution". I will scan the document for the keywords "native resolution" and "comparison" to find the relevant model family. 2. Locating Information: * On page 33, in the appendix, I find Table 33. * The caption for Table 33 reads: "Table 33 4+1 Tile Llama 8B MLLM. Llama 3.1-Instruct 8B is used as a language model. All trained with dynamic tiling for different image sizes and aspect ratio. We use up to 4 image tiles of the encoder’s native resolution, with a thumbnail image in front, similar to prior work [77]." * This caption explicitly links the model family "MLLM" (Multimodal Large Language Models) with the use of "native resolution" for processing images. The table itself is a comparison of different models within this family. 3. Extraction and Formatting: * The family of models is "MLLMs". * This is a single answer, so no list formatting is needed. * The answer does not contain numbers, units, percentages, or dates, so no special formatting is required. * The final answer should be just the model family name. FINAL ANSWER: MLLMs	✗
luna	Vision encoders	✗

science_paper_1_q3: When performing the spatial alignment, what is the type of similarity that is used on the first plot when reporting for the layer 29?

Source	Answer	Match
Target	Unknown
gemini	pairwise feature cosine similarity	✗
luna	cosine similarity	✗

science_paper_1_q4: In the page before the "Related Work", what is the last citation number used?

Source	Answer	Match
Target	76
gemini	76	✓
luna	76	✓

science_paper_1_q5: In the page before the "Related Work", what is the first citation number used? Exclude the ones present in figure captions.

Source	Answer	Match
Target	99
gemini	1. The "Related Work" section is section 6, which begins on page 20. 2. The page immediately before the "Related Work" section is page 19. 3. The question asks for the first citation number used in the main text of this page, excluding figure/table captions. 4. Scanning the main text of page 19, the first paragraph under the heading "5.3 Comparison with Existing Vision Encoders" begins: "Frozen Feature Dense Prediction. In Tab. 13, we compare different vision encoder’s frozen features on three dense prediction tasks: DAVIS tracking [104]...". 5. The first citation number encountered in the main text is 104. FINAL ANSWER: 104	✗
luna	99	✓

science_paper_1_q6: What are the MLLM Results utilizing QwenLM3 8B and InternViT2.5 0.3B when applied to the DocVQA task?

Source	Answer	Match
Target	Unknown
gemini	Unknown	✓
luna	61.1	✗

science_paper_1_q7: What did the authors of CLIPer identified? Answer with a quote of the paper

Source	Answer	Match
Target	early layers in CLIP possess good spatial understanding
gemini	Unknown	✗
luna	early layers in CLIP possess good spatial understanding	✓

science_paper_1 — science_paper