id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
36,298 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130469.139 | 8.491 | 113.847 | 60.960 | -100 | -100 | -100 | -89 | -100 | -88 | -93 | -88 |
| B | 1724129798.131 | 33.114 | 66.060 | 60.960 | -100 | -100 | -74 | -72 | -100 | -71 | -76 | -68 |
| C | 1724130262.136 | 126.514 | 75.681 | 60.960 | -73 | -79 | -75 | -75 | -80 | -71 | -68 | -66 |
| D | 1724130315.124 | 73.870 | 42.532 | 60.960 | -76 | -74 | -80 | -78 | -76 | -80 | -69 | -70 |
| E | 1724130275.137 | 101.041 | 90.252 | 60.960 | -75 | -75 | -71 | -75 | -66 | -76 | -78 | -60 |
| F | 1724129920.139 | 49.247 | 60.022 | 60.960 | -76 | -80 | -82 | -85 | -80 | -84 | -76 | -64 |
| G | 1724130285.129 | 53.492 | 65.476 | 60.960 | -78 | -79 | -76 | -80 | -81 | -81 | -76 | -64 |
| H | 1724130196.128 | 36.511 | 39.678 | 60.960 | -78 | -77 | -81 | -81 | -79 | -80 | -67 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129921.123
- **Target RSSI fingerprint:** [-77, -79, -78, -81, -73, -83, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15247170269717,
57.63325214385986,
60.96
] | 8 |
25,732 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937903.156 | 6.793 | 68.196 | 30.480 | -100 | -73 | -67 | -71 | -60 | -64 | -48 | -57 |
| B | 1725938210.140 | 35.661 | 51.250 | 30.480 | -78 | -70 | -69 | -72 | -74 | -64 | -78 | -74 |
| C | 1725938176.160 | 100.190 | 52.922 | 30.480 | -100 | -79 | -78 | -77 | -73 | -67 | -70 | -77 |
| D | 1725938199.158 | 86.605 | 26.620 | 30.480 | -73 | -81 | -84 | -77 | -82 | -61 | -80 | -67 |
| E | 1725937847.144 | 78.963 | 61.203 | 30.480 | -74 | -84 | -86 | -65 | -77 | -75 | -75 | -70 |
| F | 1725938260.149 | 84.058 | 5.414 | 30.480 | -74 | -81 | -81 | -77 | -80 | -100 | -79 | -70 |
| G | 1725938068.159 | 89.152 | 52.166 | 30.480 | -76 | -76 | -78 | -68 | -73 | -75 | -69 | -69 |
| H | 1725937676.146 | 8.491 | 64.494 | 30.480 | -100 | -74 | -66 | -100 | -60 | -66 | -47 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937927.152
- **Target RSSI fingerprint:** [-74, -83, -83, -100, -80, -70, -55, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170176210228345,
114.82858180999756,
30.48
] | 8 |
21,553 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833789.172 | 131.605 | 65.012 | 60.960 | -78 | -80 | -100 | -100 | -80 | -100 | -100 | -79 |
| B | 1722833499.154 | 122.265 | 70.691 | 60.960 | -88 | -85 | -84 | -83 | -90 | -70 | -81 | -77 |
| C | 1722833547.144 | 8.491 | 54.382 | 60.960 | -90 | -82 | -84 | -88 | -78 | -85 | -77 | -74 |
| D | 1722833513.161 | 75.567 | 119.195 | 60.960 | -84 | -81 | -88 | -81 | -80 | -85 | -82 | -83 |
| E | 1722833702.149 | 103.586 | 89.044 | 60.960 | -91 | -85 | -86 | -84 | -89 | -75 | -80 | -76 |
| F | 1722833664.180 | 64.529 | 68.833 | 60.960 | -83 | -85 | -88 | -86 | -73 | -86 | -82 | -77 |
| G | 1722833661.175 | 53.491 | 78.906 | 60.960 | -85 | -82 | -91 | -88 | -72 | -85 | -82 | -76 |
| H | 1722833448.154 | 16.132 | 73.279 | 60.960 | -82 | -85 | -71 | -100 | -81 | -84 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833533.166
- **Target RSSI fingerprint:** [-83, -83, -84, -78, -85, -81, -77, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226563902312538,
77.3928451538086,
60.96
] | 8 |
38,250 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696528.159 | 26.322 | 51.038 | 42.672 | -67 | -82 | -75 | -100 | -79 | -72 | -78 | -63 |
| B | 1723696378.158 | 45.002 | 1.009 | 42.672 | -75 | -83 | -79 | -72 | -76 | -78 | -73 | -67 |
| C | 1723696729.139 | 45.002 | 1.500 | 42.672 | -78 | -80 | -78 | -76 | -78 | -82 | -79 | -69 |
| D | 1723696613.153 | 28.020 | 30.469 | 42.672 | -72 | -82 | -82 | -86 | -72 | -66 | -71 | -65 |
| E | 1723696525.135 | 39.907 | 57.102 | 42.672 | -72 | -78 | -75 | -85 | -77 | -73 | -77 | -64 |
| F | 1723696812.153 | 73.021 | 76.610 | 42.672 | -86 | -84 | -100 | -73 | -74 | -77 | -70 | -71 |
| G | 1723696890.160 | 25.473 | 31.278 | 42.672 | -79 | -78 | -71 | -87 | -77 | -76 | -74 | -73 |
| H | 1723696365.126 | 28.020 | 27.297 | 42.672 | -76 | -76 | -70 | -74 | -80 | -76 | -72 | -72 |
| I | 1723696485.152 | 127.363 | 46.433 | 42.672 | -100 | -73 | -74 | -67 | -75 | -81 | -69 | -100 |
| J | 1723696612.140 | 29.718 | 26.952 | 42.672 | -73 | -82 | -81 | -77 | -74 | -67 | -71 | -69 |
| K | 1723696438.155 | 28.020 | 26.647 | 42.672 | -73 | -81 | -78 | -77 | -83 | -76 | -77 | -70 |
| L | 1723696576.143 | 122.268 | 45.783 | 42.672 | -100 | -85 | -72 | -69 | -75 | -77 | -72 | -80 |
| M | 1723696479.142 | 115.476 | 66.989 | 42.672 | -100 | -71 | -100 | -69 | -76 | -78 | -68 | -100 |
| N | 1723696696.163 | 57.738 | 66.193 | 42.672 | -72 | -76 | -80 | -82 | -69 | -68 | -80 | -62 |
| O | 1723696891.163 | 27.171 | 26.501 | 42.672 | -76 | -80 | -71 | -82 | -79 | -73 | -73 | -74 |
| P | 1723696425.144 | 60.285 | 37.741 | 42.672 | -74 | -77 | -80 | -85 | -81 | -76 | -82 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696559.160
- **Target RSSI fingerprint:** [-82, -85, -80, -69, -74, -69, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62503893996436,
17.410736083984375,
42.672000000000004
] | 16 |
10,064 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994314.207 | 89.152 | 47.627 | 51.816 | -83 | -78 | -79 | -78 | -77 | -74 | -74 | -67 |
| B | 1731994382.215 | 10.189 | 62.795 | 51.816 | -80 | -86 | -84 | -81 | -77 | -79 | -74 | -72 |
| C | 1731994777.223 | 15.283 | 59.159 | 51.816 | -84 | -88 | -85 | -83 | -77 | -74 | -75 | -70 |
| D | 1731994535.205 | 90.850 | 84.386 | 51.816 | -90 | -86 | -83 | -84 | -88 | -79 | -71 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994374.219
- **Target RSSI fingerprint:** [-86, -77, -81, -78, -79, -86, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188751111614824,
64.13573741912842,
51.816
] | 4 |
20,609 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010038.155 | 121.416 | 6.887 | 60.960 | -79 | -80 | -84 | -71 | -86 | -76 | -84 | -67 |
| B | 1723010346.151 | 81.510 | 8.135 | 60.960 | -87 | -84 | -76 | -81 | -77 | -64 | -75 | -80 |
| C | 1723009917.153 | 152.831 | 10.377 | 60.960 | -77 | -79 | -75 | -79 | -73 | -77 | -81 | -82 |
| D | 1723010014.157 | 137.548 | 65.861 | 60.960 | -82 | -72 | -78 | -74 | -71 | -79 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010233.138
- **Target RSSI fingerprint:** [-86, -78, -80, -86, -76, -82, -84, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90651889260366,
88.3143663406372,
60.96
] | 4 |
9,681 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994478.207 | 2.547 | 60.102 | 51.816 | -74 | -100 | -86 | -88 | -74 | -81 | -71 | -75 |
| B | 1731994936.230 | 70.472 | 0.000 | 51.816 | -85 | -75 | -98 | -78 | -95 | -100 | -96 | -87 |
| C | 1731994302.223 | 46.698 | 84.838 | 51.816 | -91 | -94 | -80 | -78 | -81 | -88 | -70 | -63 |
| D | 1731994451.223 | 65.378 | 15.739 | 51.816 | -78 | -85 | -73 | -77 | -80 | -78 | -75 | -76 |
| E | 1731994750.236 | 72.170 | 121.875 | 51.816 | -92 | -88 | -77 | -84 | -88 | -81 | -87 | -77 |
| F | 1731994745.224 | 76.416 | 122.870 | 51.816 | -87 | -93 | -87 | -86 | -81 | -84 | -83 | -87 |
| G | 1731994458.228 | 52.642 | 22.201 | 51.816 | -84 | -82 | -77 | -88 | -76 | -78 | -75 | -83 |
| H | 1731994931.220 | 67.925 | 2.322 | 51.816 | -81 | -73 | -96 | -95 | -93 | -82 | -89 | -95 |
| I | 1731994600.217 | 52.642 | 71.196 | 51.816 | -85 | -74 | -91 | -86 | -86 | -81 | -73 | -76 |
| J | 1731994893.226 | 60.283 | 5.175 | 51.816 | -94 | -84 | -88 | -81 | -76 | -91 | -74 | -76 |
| K | 1731994257.231 | 66.227 | 15.035 | 51.816 | -74 | -68 | -75 | -83 | -88 | -75 | -86 | -73 |
| L | 1731994660.221 | 27.170 | 40.103 | 51.816 | -82 | -86 | -84 | -85 | -92 | -79 | -78 | -81 |
| M | 1731994555.211 | 65.378 | 113.833 | 51.816 | -100 | -82 | -87 | -86 | -89 | -80 | -87 | -73 |
| N | 1731994290.237 | 32.264 | 92.946 | 51.816 | -87 | -100 | -86 | -84 | -75 | -79 | -74 | -71 |
| O | 1731994647.224 | 61.982 | 14.704 | 51.816 | -84 | -83 | -74 | -73 | -80 | -81 | -74 | -74 |
| P | 1731994932.222 | 68.774 | 1.048 | 51.816 | -81 | -75 | -98 | -95 | -98 | -84 | -98 | -96 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994296.239
- **Target RSSI fingerprint:** [-85, -91, -72, -78, -73, -87, -70, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437852011361,
95.59980392456055,
51.816
] | 16 |
37,631 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691756.160 | 209.724 | 130.886 | 51.816 | -82 | -68 | -78 | -69 | -72 | -78 | -76 | -79 |
| B | 1723691551.157 | 219.913 | 105.911 | 51.816 | -100 | -67 | -83 | -71 | -72 | -79 | -73 | -76 |
| C | 1723691269.153 | 150.288 | 16.707 | 51.816 | -100 | -100 | -100 | -100 | -100 | -81 | -68 | -68 |
| D | 1723691589.239 | 123.967 | 65.250 | 51.816 | -75 | -100 | -100 | -81 | -100 | -74 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691595.138
- **Target RSSI fingerprint:** [-78, -100, -75, -83, -100, -72, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51380069778979,
61.893043518066406,
51.816
] | 4 |
13,991 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010351.167 | 103.586 | 10.178 | 60.960 | -73 | -86 | -73 | -86 | -81 | -82 | -76 | -71 |
| B | 1723010345.144 | 76.416 | 8.135 | 60.960 | -77 | -84 | -75 | -83 | -79 | -79 | -74 | -65 |
| C | 1723010279.144 | 90.850 | 24.882 | 60.960 | -89 | -87 | -83 | -82 | -82 | -80 | -70 | -75 |
| D | 1723009954.159 | 33.113 | 43.195 | 60.960 | -90 | -88 | -82 | -80 | -66 | -75 | -73 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010167.165
- **Target RSSI fingerprint:** [-87, -76, -85, -75, -80, -71, -80, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39684364827714,
42.99602508544922,
60.96
] | 4 |
22,729 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938046.162 | 97.643 | 9.541 | 30.480 | -82 | -83 | -82 | -82 | -83 | -84 | -82 | -77 |
| B | 1725937678.153 | 8.491 | 68.621 | 30.480 | -75 | -65 | -80 | -65 | -73 | -60 | -46 | -62 |
| C | 1725937247.139 | 37.359 | 3.702 | 30.480 | -92 | -92 | -94 | -100 | -95 | -87 | -89 | -86 |
| D | 1725938131.157 | 7.642 | 68.966 | 30.480 | -75 | -67 | -81 | -64 | -74 | -60 | -47 | -59 |
| E | 1725937882.147 | 28.019 | 14.478 | 30.480 | -84 | -81 | -82 | -83 | -82 | -75 | -76 | -78 |
| F | 1725937686.156 | 11.887 | 87.107 | 30.480 | -83 | -78 | -75 | -65 | -69 | -69 | -47 | -61 |
| G | 1725937862.147 | 60.284 | 57.739 | 30.480 | -80 | -86 | -79 | -62 | -78 | -83 | -80 | -69 |
| H | 1725937794.141 | 33.114 | 17.809 | 30.480 | -72 | -69 | -73 | -100 | -80 | -64 | -60 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937718.152
- **Target RSSI fingerprint:** [-83, -83, -76, -67, -77, -82, -82, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62357653871014,
79.72843170166016,
30.48
] | 8 |
33,988 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690212.144 | 161.326 | 0.544 | 42.672 | -89 | -100 | -79 | -100 | -80 | -88 | -78 | -81 |
| B | 1723689855.151 | 167.270 | 98.400 | 42.672 | -85 | -71 | -80 | -100 | -80 | -79 | -100 | -100 |
| C | 1723689920.145 | 166.421 | 100.616 | 42.672 | -88 | -75 | -88 | -83 | -82 | -88 | -87 | -91 |
| D | 1723689616.159 | 156.232 | 14.982 | 42.672 | -85 | -100 | -88 | -100 | -81 | -80 | -87 | -87 |
| E | 1723689876.147 | 206.328 | 59.398 | 42.672 | -79 | -100 | -84 | -84 | -72 | -74 | -80 | -75 |
| F | 1723690061.154 | 181.704 | 72.775 | 42.672 | -84 | -85 | -100 | -75 | -80 | -72 | -83 | -77 |
| G | 1723690065.149 | 191.044 | 54.913 | 42.672 | -100 | -100 | -100 | -73 | -82 | -70 | -82 | -79 |
| H | 1723689892.147 | 230.102 | 93.052 | 42.672 | -88 | -100 | -85 | -71 | -100 | -82 | -73 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689897.141
- **Target RSSI fingerprint:** [-86, -72, -79, -78, -83, -80, -65, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
219.0641616591593,
112.74513244628906,
42.672000000000004
] | 8 |
36,871 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -100 | -79 | -64 | -70 | -73 | -100 | -64 |
| B | 1724128594.132 | 55.191 | 1.354 | 51.816 | -84 | -100 | -75 | -100 | -81 | -73 | -62 | -80 |
| C | 1724128914.146 | 86.607 | 53.347 | 51.816 | -80 | -77 | -89 | -71 | -79 | -85 | -69 | -72 |
| D | 1724128760.145 | 129.061 | 38.232 | 51.816 | -80 | -82 | -79 | -83 | -80 | -67 | -82 | -74 |
| E | 1724128816.130 | 78.116 | 75.217 | 51.816 | -80 | -84 | -83 | -66 | -79 | -84 | -79 | -71 |
| F | 1724128970.158 | 46.700 | 17.822 | 51.816 | -100 | -83 | -76 | -100 | -84 | -77 | -64 | -83 |
| G | 1724128782.158 | 53.492 | 4.631 | 51.816 | -78 | -74 | -70 | -100 | -74 | -65 | -64 | -73 |
| H | 1724128849.126 | 142.646 | 46.287 | 51.816 | -76 | -76 | -74 | -82 | -79 | -82 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128808.160
- **Target RSSI fingerprint:** [-83, -80, -87, -78, -81, -82, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77596631227733,
76.01272583007812,
51.816
] | 8 |
3,496 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994389.233 | 21.227 | 50.693 | 51.816 | -90 | -84 | -76 | -86 | -87 | -80 | -68 | -72 |
| B | 1731994801.212 | 84.906 | 86.151 | 51.816 | -84 | -78 | -88 | -80 | -84 | -73 | -78 | -77 |
| C | 1731994930.222 | 67.925 | 3.716 | 51.816 | -80 | -76 | -98 | -90 | -99 | -95 | -95 | -93 |
| D | 1731994322.218 | 106.982 | 57.952 | 51.816 | -84 | -83 | -87 | -82 | -82 | -81 | -77 | -72 |
| E | 1731994510.205 | 81.510 | 38.431 | 51.816 | -86 | -78 | -78 | -77 | -78 | -75 | -76 | -68 |
| F | 1731994342.223 | 98.491 | 93.981 | 51.816 | -86 | -93 | -88 | -87 | -76 | -71 | -76 | -85 |
| G | 1731994524.233 | 95.095 | 58.828 | 51.816 | -85 | -88 | -89 | -87 | -88 | -81 | -76 | -77 |
| H | 1731994367.242 | 36.510 | 85.010 | 51.816 | -83 | -93 | -84 | -84 | -84 | -78 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994789.231
- **Target RSSI fingerprint:** [-91, -81, -86, -87, -86, -76, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90594185382473,
48.476691246032715,
51.816
] | 8 |
51 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008214.162 | 66.227 | 85.567 | 51.816 | -86 | -76 | -100 | -81 | -100 | -82 | -78 | -79 |
| B | 1723008171.147 | 157.077 | 16.588 | 51.816 | -74 | -81 | -100 | -74 | -100 | -73 | -83 | -71 |
| C | 1723008616.156 | 162.171 | 54.674 | 51.816 | -84 | -76 | -79 | -86 | -81 | -76 | -80 | -69 |
| D | 1723008427.156 | 87.453 | 34.118 | 51.816 | -89 | -86 | -79 | -88 | -77 | -83 | -73 | -81 |
| E | 1723008599.150 | 128.208 | 88.314 | 51.816 | -84 | -85 | -78 | -86 | -79 | -80 | -84 | -72 |
| F | 1723008501.154 | 118.020 | 10.152 | 51.816 | -85 | -84 | -74 | -82 | -81 | -73 | -81 | -73 |
| G | 1723008344.160 | 1.698 | 81.400 | 51.816 | -80 | -78 | -80 | -79 | -83 | -76 | -63 | -82 |
| H | 1723008219.161 | 67.076 | 86.178 | 51.816 | -86 | -82 | -69 | -77 | -67 | -83 | -83 | -82 |
| I | 1723008590.157 | 85.755 | 87.332 | 51.816 | -88 | -84 | -77 | -87 | -66 | -75 | -83 | -72 |
| J | 1723008013.163 | 2.547 | 79.848 | 51.816 | -85 | -81 | -83 | -83 | -85 | -76 | -73 | -80 |
| K | 1723008464.159 | 4.245 | 76.889 | 51.816 | -78 | -82 | -82 | -72 | -76 | -78 | -74 | -76 |
| L | 1723008295.164 | 151.133 | 22.122 | 51.816 | -79 | -94 | -72 | -80 | -73 | -89 | -84 | -90 |
| M | 1723008476.164 | 38.208 | 24.205 | 51.816 | -79 | -82 | -100 | -67 | -77 | -74 | -78 | -76 |
| N | 1723008110.154 | 22.925 | 47.269 | 51.816 | -88 | -84 | -81 | -79 | -84 | -82 | -78 | -83 |
| O | 1723008623.166 | 186.794 | 27.855 | 51.816 | -84 | -83 | -71 | -86 | -80 | -75 | -79 | -70 |
| P | 1723007954.158 | 156.227 | 3.119 | 51.816 | -78 | -76 | -75 | -75 | -76 | -76 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008467.153
- **Target RSSI fingerprint:** [-74, -80, -74, -70, -67, -74, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735933152005854,
63.28643321990967,
51.816
] | 16 |
16,364 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010108.162 | 43.302 | 11.572 | 60.960 | -74 | -79 | -65 | -71 | -67 | -65 | -65 | -75 |
| B | 1723010266.152 | 110.378 | 4.976 | 60.960 | -84 | -88 | -100 | -74 | -74 | -69 | -79 | -75 |
| C | 1723010370.160 | 151.133 | 20.569 | 60.960 | -86 | -90 | -70 | -79 | -77 | -81 | -76 | -70 |
| D | 1723009780.144 | 132.454 | 90.292 | 60.960 | -83 | -74 | -69 | -65 | -68 | -72 | -75 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010170.146
- **Target RSSI fingerprint:** [-82, -85, -80, -78, -81, -71, -81, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11372377855906,
42.571372985839844,
60.96
] | 4 |
41,178 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696744.149 | 112.079 | 36.732 | 42.672 | -84 | -80 | -68 | -100 | -77 | -81 | -70 | -86 |
| B | 1723696626.162 | 33.114 | 54.700 | 42.672 | -81 | -76 | -81 | -77 | -73 | -69 | -69 | -70 |
| C | 1723696714.144 | 26.322 | 35.684 | 42.672 | -80 | -70 | -81 | -79 | -85 | -76 | -74 | -74 |
| D | 1723696444.132 | 18.680 | 48.185 | 42.672 | -77 | -100 | -82 | -72 | -72 | -69 | -71 | -66 |
| E | 1723696731.134 | 53.492 | 6.118 | 42.672 | -81 | -77 | -73 | -77 | -74 | -78 | -77 | -70 |
| F | 1723696244.155 | 3.396 | 57.182 | 42.672 | -97 | -100 | -100 | -77 | -100 | -100 | -100 | -76 |
| G | 1723696639.138 | 89.154 | 83.895 | 42.672 | -87 | -85 | -72 | -85 | -75 | -74 | -69 | -74 |
| H | 1723696696.163 | 57.738 | 66.193 | 42.672 | -76 | -80 | -82 | -72 | -69 | -68 | -80 | -62 |
| I | 1723696392.136 | 105.287 | 31.875 | 42.672 | -83 | -80 | -68 | -84 | -73 | -81 | -71 | -82 |
| J | 1723696663.138 | 129.910 | 44.204 | 42.672 | -87 | -79 | -83 | -100 | -77 | -76 | -84 | -84 |
| K | 1723696546.144 | 41.605 | 2.123 | 42.672 | -76 | -74 | -76 | -78 | -100 | -100 | -79 | -72 |
| L | 1723696873.131 | 50.945 | 61.389 | 42.672 | -79 | -80 | -88 | -74 | -80 | -78 | -79 | -64 |
| M | 1723696882.166 | 19.529 | 46.579 | 42.672 | -79 | -73 | -100 | -67 | -80 | -71 | -78 | -62 |
| N | 1723696688.142 | 63.681 | 58.177 | 42.672 | -81 | -100 | -77 | -78 | -71 | -68 | -69 | -68 |
| O | 1723696450.160 | 24.623 | 50.175 | 42.672 | -80 | -73 | -86 | -70 | -72 | -72 | -75 | -68 |
| P | 1723696913.160 | 22.925 | 43.527 | 42.672 | -75 | -71 | -75 | -81 | -100 | -75 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696494.140
- **Target RSSI fingerprint:** [-76, -76, -80, -100, -73, -76, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83390177287163,
33.52097511291504,
42.672000000000004
] | 16 |
42,785 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123060.132 | 28.020 | 16.283 | 60.960 | -81 | -75 | -78 | -79 | -76 | -75 | -84 | -79 |
| B | 1724123116.146 | 51.794 | 36.387 | 60.960 | -82 | -82 | -80 | -80 | -79 | -81 | -68 | -74 |
| C | 1724123317.137 | 11.038 | 44.297 | 60.960 | -68 | -90 | -75 | -77 | -79 | -80 | -100 | -71 |
| D | 1724123365.123 | 81.512 | 24.670 | 60.960 | -81 | -75 | -79 | -82 | -77 | -79 | -69 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123105.132
- **Target RSSI fingerprint:** [-84, -78, -78, -76, -76, -78, -77, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19212898880384,
61.3356876373291,
60.96
] | 4 |
1,078 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999920.227 | 123.114 | 160.678 | 42.672 | -97 | -97 | -90 | -82 | -66 | -83 | -84 | -80 |
| B | 1731999752.228 | 86.604 | 74.805 | 42.672 | -71 | -85 | -81 | -74 | -74 | -67 | -72 | -70 |
| C | 1731999933.232 | 142.643 | 133.540 | 42.672 | -93 | -87 | -100 | -88 | -72 | -88 | -81 | -56 |
| D | 1731999634.217 | 95.944 | 115.638 | 42.672 | -92 | -86 | -80 | -90 | -77 | -86 | -78 | -77 |
| E | 1731999925.209 | 124.812 | 161.447 | 42.672 | -93 | -92 | -100 | -90 | -84 | -91 | -89 | -90 |
| F | 1731999973.229 | 50.944 | 97.935 | 42.672 | -87 | -85 | -85 | -79 | -85 | -83 | -73 | -76 |
| G | 1731999666.222 | 64.529 | 174.638 | 42.672 | -86 | -91 | -89 | -92 | -79 | -80 | -92 | -68 |
| H | 1731999817.231 | 112.076 | 98.095 | 42.672 | -83 | -83 | -86 | -78 | -87 | -80 | -76 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999606.225
- **Target RSSI fingerprint:** [-87, -80, -86, -89, -83, -78, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
107.83509254455566,
42.672000000000004
] | 8 |
20,031 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833438.163 | 4.245 | 57.275 | 60.960 | -91 | -89 | -84 | -73 | -77 | -73 | -76 | -76 |
| B | 1722833932.155 | 2.547 | 60.194 | 60.960 | -80 | -86 | -83 | -100 | -77 | -65 | -78 | -76 |
| C | 1722833421.171 | 64.529 | 10.935 | 60.960 | -89 | -91 | -93 | -75 | -86 | -84 | -89 | -83 |
| D | 1722833821.157 | 47.548 | 21.644 | 60.960 | -91 | -82 | -88 | -76 | -77 | -85 | -82 | -82 |
| E | 1722833981.161 | 117.171 | 77.167 | 60.960 | -80 | -83 | -83 | -78 | -92 | -85 | -77 | -81 |
| F | 1722833434.163 | 18.679 | 46.380 | 60.960 | -90 | -89 | -90 | -82 | -76 | -86 | -76 | -81 |
| G | 1722833686.155 | 121.416 | 56.187 | 60.960 | -83 | -88 | -79 | -77 | -80 | -63 | -77 | -78 |
| H | 1722833820.134 | 51.793 | 18.101 | 60.960 | -91 | -87 | -85 | -79 | -77 | -86 | -83 | -84 |
| I | 1722833886.163 | 129.907 | 63.618 | 60.960 | -81 | -78 | -76 | -78 | -79 | -66 | -76 | -80 |
| J | 1722833646.179 | 18.679 | 73.385 | 60.960 | -83 | -81 | -85 | -84 | -77 | -88 | -85 | -100 |
| K | 1722833918.154 | 55.189 | 104.239 | 60.960 | -81 | -78 | -80 | -80 | -78 | -79 | -82 | -78 |
| L | 1722833705.161 | 93.397 | 99.289 | 60.960 | -88 | -77 | -82 | -75 | -83 | -79 | -75 | -78 |
| M | 1722833591.157 | 129.058 | 63.685 | 60.960 | -81 | -84 | -81 | -78 | -100 | -72 | -79 | -82 |
| N | 1722833086.142 | 67.925 | 0.000 | 60.960 | -100 | -79 | -85 | -100 | -87 | -100 | -83 | -67 |
| O | 1722833727.163 | 35.661 | 88.341 | 60.960 | -86 | -90 | -84 | -85 | -76 | -86 | -82 | -77 |
| P | 1722833512.159 | 78.963 | 115.678 | 60.960 | -82 | -92 | -81 | -88 | -81 | -85 | -82 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833616.210
- **Target RSSI fingerprint:** [-82, -100, -84, -84, -83, -82, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594193130761,
6.197266578674316,
60.96
] | 16 |
13,517 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828945.159 | 36.510 | 85.727 | 42.672 | -88 | -80 | -100 | -100 | -100 | -80 | -83 | -77 |
| B | 1722828949.150 | 21.227 | 71.939 | 42.672 | -90 | -90 | -84 | -83 | -76 | -82 | -82 | -78 |
| C | 1722828596.134 | 91.699 | 86.908 | 42.672 | -88 | -86 | -88 | -83 | -88 | -85 | -79 | -75 |
| D | 1722828779.169 | 37.359 | 40.767 | 42.672 | -96 | -93 | -92 | -89 | -88 | -97 | -86 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828693.145
- **Target RSSI fingerprint:** [-87, -79, -79, -80, -87, -78, -77, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.30250644292684,
45.039663314819336,
42.672000000000004
] | 4 |
27,845 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939678.172 | 88.303 | 62.012 | 42.672 | -76 | -80 | -74 | -75 | -82 | -75 | -75 | -71 |
| B | 1725939666.171 | 102.737 | 23.329 | 42.672 | -69 | -74 | -81 | -74 | -100 | -70 | -69 | -61 |
| C | 1725939571.157 | 96.794 | 57.938 | 42.672 | -79 | -77 | -66 | -75 | -85 | -80 | -77 | -62 |
| D | 1725939332.148 | 11.038 | 72.642 | 42.672 | -80 | -71 | -82 | -75 | -56 | -74 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939341.160
- **Target RSSI fingerprint:** [-79, -75, -70, -78, -73, -77, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377632499704163,
116.84567928314209,
42.672000000000004
] | 4 |
7,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008125.177 | 8.491 | 83.842 | 51.816 | -88 | -79 | -75 | -86 | -86 | -80 | -78 | -82 |
| B | 1723008384.149 | 138.397 | 77.459 | 51.816 | -91 | -70 | -85 | -81 | -72 | -80 | -76 | -80 |
| C | 1723008488.146 | 58.585 | 7.086 | 51.816 | -78 | -100 | -75 | -76 | -74 | -73 | -80 | -71 |
| D | 1723008533.149 | 121.416 | 43.673 | 51.816 | -78 | -79 | -87 | -78 | -100 | -86 | -83 | -75 |
| E | 1723008304.161 | 145.190 | 43.155 | 51.816 | -75 | -81 | -84 | -80 | -84 | -84 | -83 | -78 |
| F | 1723007937.159 | 144.341 | 58.536 | 51.816 | -79 | -73 | -83 | -84 | -71 | -76 | -77 | -77 |
| G | 1723008377.152 | 134.152 | 89.907 | 51.816 | -89 | -84 | -82 | -86 | -72 | -79 | -76 | -78 |
| H | 1723008284.158 | 151.133 | 8.692 | 51.816 | -79 | -80 | -81 | -82 | -74 | -76 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008059.141
- **Target RSSI fingerprint:** [-77, -84, -80, -78, -74, -76, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.1330734038028,
8.214364051818848,
51.816
] | 8 |
35,308 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123180.141 | 113.778 | 45.212 | 60.960 | -79 | -82 | -77 | -81 | -85 | -89 | -72 | -75 |
| B | 1724123086.121 | 106.985 | 42.598 | 60.960 | -82 | -78 | -75 | -78 | -76 | -74 | -69 | -66 |
| C | 1724123597.155 | 29.718 | 3.981 | 60.960 | -77 | -81 | -76 | -83 | -82 | -79 | -77 | -82 |
| D | 1724123200.124 | 61.134 | 37.661 | 60.960 | -82 | -81 | -79 | -83 | -81 | -80 | -76 | -65 |
| E | 1724123588.123 | 27.171 | 8.082 | 60.960 | -76 | -76 | -74 | -78 | -75 | -78 | -79 | -76 |
| F | 1724123175.138 | 114.627 | 46.871 | 60.960 | -73 | -83 | -75 | -73 | -82 | -74 | -73 | -70 |
| G | 1724123324.137 | 39.907 | 59.544 | 60.960 | -78 | -82 | -77 | -79 | -80 | -76 | -71 | -67 |
| H | 1724123325.136 | 45.002 | 62.212 | 60.960 | -100 | -80 | -75 | -80 | -81 | -73 | -76 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123430.143
- **Target RSSI fingerprint:** [-78, -77, -77, -80, -76, -80, -70, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92686711105345,
21.086630821228027,
60.96
] | 8 |
13,871 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841337.178 | 59.434 | 165.800 | 60.960 | -84 | -80 | -86 | -83 | -79 | -76 | -73 | -73 |
| B | 1722840922.188 | 74.718 | 180.132 | 60.960 | -81 | -73 | -78 | -80 | -90 | -78 | -74 | -74 |
| C | 1722841425.202 | 78.963 | 68.117 | 60.960 | -80 | -75 | -70 | -82 | -78 | -83 | -75 | -73 |
| D | 1722840804.166 | 39.906 | 42.412 | 60.960 | -100 | -90 | -81 | -86 | -72 | -78 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841294.164
- **Target RSSI fingerprint:** [-79, -86, -79, -75, -82, -76, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32156951483253,
101.58474445343018,
60.96
] | 4 |
1,529 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839086.189 | 67.076 | 110.396 | 51.816 | -86 | -85 | -86 | -83 | -72 | -78 | -76 | -70 |
| B | 1722838775.160 | 62.831 | 143.108 | 51.816 | -76 | -70 | -81 | -76 | -69 | -71 | -71 | -64 |
| C | 1722839295.159 | 78.963 | 124.463 | 51.816 | -83 | -79 | -80 | -85 | -72 | -72 | -72 | -66 |
| D | 1722838943.165 | 52.642 | 81.002 | 51.816 | -82 | -83 | -68 | -82 | -87 | -80 | -70 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839214.175
- **Target RSSI fingerprint:** [-87, -90, -73, -86, -93, -79, -85, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54813400504693,
118.47793579101562,
51.816
] | 4 |
19,237 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999510.227 | 5.943 | 12.567 | 42.672 | -80 | -100 | -84 | -80 | -81 | -78 | -74 | -69 |
| B | 1731999792.223 | 50.095 | 161.089 | 42.672 | -89 | -90 | -85 | -86 | -82 | -77 | -87 | -91 |
| C | 1731999530.235 | 0.849 | 15.487 | 42.672 | -85 | -100 | -87 | -90 | -91 | -91 | -89 | -91 |
| D | 1731999934.226 | 145.190 | 129.798 | 42.672 | -100 | -76 | -86 | -100 | -87 | -84 | -72 | -57 |
| E | 1732000046.229 | 133.303 | 133.633 | 42.672 | -84 | -80 | -76 | -83 | -80 | -76 | -75 | -82 |
| F | 1731999725.220 | 118.020 | 137.494 | 42.672 | -100 | -74 | -88 | -100 | -84 | -81 | -79 | -65 |
| G | 1732000221.221 | 5.943 | 11.028 | 42.672 | -86 | -100 | -91 | -82 | -82 | -78 | -76 | -79 |
| H | 1731999537.220 | 19.528 | 34.410 | 42.672 | -75 | -100 | -89 | -79 | -81 | -80 | -81 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999626.215
- **Target RSSI fingerprint:** [-82, -80, -90, -86, -82, -86, -83, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.0950097378186,
101.06719970703125,
42.672000000000004
] | 8 |
43,176 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128425.142 | 31.416 | 43.208 | 51.816 | -100 | -71 | -73 | -74 | -78 | -79 | -67 | -70 |
| B | 1724128728.139 | 73.870 | 44.297 | 51.816 | -74 | -86 | -80 | -77 | -79 | -87 | -67 | -76 |
| C | 1724128473.136 | 124.816 | 34.039 | 51.816 | -74 | -79 | -79 | -75 | -78 | -77 | -100 | -71 |
| D | 1724128711.124 | 34.813 | 47.986 | 51.816 | -100 | -83 | -77 | -84 | -76 | -80 | -80 | -77 |
| E | 1724128422.151 | 38.209 | 29.978 | 51.816 | -100 | -68 | -80 | -74 | -81 | -76 | -67 | -76 |
| F | 1724128980.172 | 27.171 | 63.326 | 51.816 | -100 | -85 | -81 | -82 | -82 | -79 | -65 | -79 |
| G | 1724128566.138 | 138.401 | 52.524 | 51.816 | -62 | -80 | -75 | -76 | -76 | -71 | -100 | -64 |
| H | 1724128804.140 | 50.096 | 66.551 | 51.816 | -77 | -100 | -75 | -78 | -80 | -81 | -68 | -72 |
| I | 1724128556.159 | 128.212 | 70.346 | 51.816 | -75 | -81 | -77 | -76 | -79 | -75 | -80 | -67 |
| J | 1724128970.158 | 46.700 | 17.822 | 51.816 | -100 | -76 | -100 | -83 | -84 | -77 | -64 | -83 |
| K | 1724128930.143 | 130.759 | 68.608 | 51.816 | -65 | -80 | -81 | -100 | -71 | -73 | -100 | -69 |
| L | 1724128874.147 | 83.210 | 80.803 | 51.816 | -76 | -80 | -80 | -83 | -81 | -67 | -64 | -71 |
| M | 1724129064.139 | 3.396 | 115.903 | 51.816 | -100 | -93 | -96 | -100 | -98 | -100 | -87 | -96 |
| N | 1724128624.147 | 58.587 | 72.470 | 51.816 | -100 | -89 | -82 | -80 | -80 | -84 | -66 | -74 |
| O | 1724128763.128 | 114.627 | 30.615 | 51.816 | -83 | -81 | -83 | -83 | -81 | -71 | -84 | -77 |
| P | 1724128537.136 | 47.549 | 30.668 | 51.816 | -85 | -85 | -100 | -84 | -77 | -85 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128841.151
- **Target RSSI fingerprint:** [-78, -100, -82, -77, -77, -80, -100, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.00467461298885,
40.302138328552246,
51.816
] | 16 |
36,997 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689641.142 | 139.250 | 80.923 | 42.672 | -82 | -77 | -89 | -85 | -80 | -80 | -81 | -85 |
| B | 1723689608.169 | 143.496 | 19.494 | 42.672 | -86 | -85 | -76 | -76 | -93 | -80 | -74 | -88 |
| C | 1723689964.147 | 193.592 | 88.221 | 42.672 | -86 | -87 | -86 | -87 | -83 | -88 | -83 | -79 |
| D | 1723689677.144 | 209.724 | 60.433 | 42.672 | -85 | -76 | -83 | -82 | -100 | -80 | -78 | -100 |
| E | 1723689680.158 | 220.762 | 70.943 | 42.672 | -86 | -86 | -88 | -90 | -100 | -93 | -84 | -100 |
| F | 1723689962.153 | 185.950 | 81.069 | 42.672 | -84 | -81 | -87 | -83 | -82 | -81 | -84 | -79 |
| G | 1723690029.134 | 126.514 | 54.355 | 42.672 | -84 | -83 | -80 | -76 | -72 | -67 | -67 | -69 |
| H | 1723689918.135 | 174.063 | 107.278 | 42.672 | -85 | -87 | -87 | -87 | -74 | -89 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690238.150
- **Target RSSI fingerprint:** [-66, -79, -84, -100, -75, -71, -70, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07778593439375,
42.4652099609375,
42.672000000000004
] | 8 |
38,192 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690166.159 | 201.233 | 95.401 | 42.672 | -100 | -84 | -87 | -100 | -80 | -77 | -100 | -100 |
| B | 1723690100.159 | 211.422 | 128.417 | 42.672 | -79 | -84 | -77 | -65 | -76 | -78 | -82 | -71 |
| C | 1723689591.158 | 63.681 | 55.205 | 42.672 | -79 | -81 | -100 | -79 | -77 | -80 | -74 | -77 |
| D | 1723689758.145 | 174.912 | 67.905 | 42.672 | -83 | -86 | -75 | -81 | -84 | -79 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690241.178
- **Target RSSI fingerprint:** [-100, -82, -83, -100, -79, -82, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49241156793425,
48.927884101867676,
42.672000000000004
] | 4 |
20,233 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010146.151 | 153.680 | 15.009 | 60.960 | -85 | -82 | -70 | -73 | -78 | -78 | -65 | -76 |
| B | 1723010170.146 | 78.114 | 42.571 | 60.960 | -82 | -85 | -78 | -81 | -80 | -71 | -69 | -81 |
| C | 1723010469.144 | 167.265 | 50.494 | 60.960 | -76 | -70 | -69 | -73 | -100 | -78 | -100 | -79 |
| D | 1723009776.162 | 141.793 | 81.055 | 60.960 | -83 | -79 | -79 | -75 | -85 | -72 | -80 | -74 |
| E | 1723010369.153 | 151.982 | 14.465 | 60.960 | -91 | -90 | -82 | -86 | -81 | -81 | -68 | -77 |
| F | 1723010049.144 | 96.793 | 10.868 | 60.960 | -76 | -76 | -78 | -75 | -75 | -76 | -73 | -80 |
| G | 1723010450.151 | 123.963 | 87.239 | 60.960 | -79 | -71 | -86 | -89 | -80 | -88 | -80 | -77 |
| H | 1723010433.151 | 40.755 | 84.997 | 60.960 | -75 | -73 | -87 | -89 | -73 | -84 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010186.142
- **Target RSSI fingerprint:** [-82, -88, -88, -83, -80, -77, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.47186644953013,
41.85477256774902,
60.96
] | 8 |
6,599 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840897.162 | 126.510 | 129.944 | 60.960 | -82 | -82 | -87 | -74 | -88 | -75 | -76 | -72 |
| B | 1722840797.166 | 10.189 | 19.468 | 60.960 | -84 | -81 | -81 | -86 | -70 | -81 | -76 | -78 |
| C | 1722840793.172 | 0.000 | 10.908 | 60.960 | -80 | -79 | -82 | -70 | -74 | -81 | -79 | -79 |
| D | 1722840893.162 | 134.152 | 118.013 | 60.960 | -81 | -84 | -76 | -84 | -91 | -86 | -85 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840845.149
- **Target RSSI fingerprint:** [-86, -79, -84, -82, -71, -73, -73, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.56625184331366,
142.82907962799072,
60.96
] | 4 |
12,093 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994396.207 | 26.321 | 47.760 | 51.816 | -87 | -85 | -87 | -88 | -87 | -81 | -76 | -78 |
| B | 1731994533.237 | 94.246 | 76.955 | 51.816 | -82 | -91 | -86 | -83 | -80 | -78 | -72 | -76 |
| C | 1731994692.241 | 32.264 | 90.491 | 51.816 | -100 | -95 | -80 | -77 | -80 | -85 | -71 | -66 |
| D | 1731994901.217 | 61.982 | 5.600 | 51.816 | -83 | -81 | -84 | -77 | -89 | -100 | -75 | -80 |
| E | 1731994826.215 | 126.510 | 72.125 | 51.816 | -78 | -83 | -83 | -75 | -80 | -74 | -70 | -77 |
| F | 1731994463.220 | 31.415 | 36.985 | 51.816 | -87 | -83 | -85 | -88 | -80 | -79 | -77 | -80 |
| G | 1731994415.223 | 94.246 | 99.050 | 51.816 | -86 | -79 | -87 | -85 | -84 | -75 | -73 | -75 |
| H | 1731994617.227 | 86.604 | 90.730 | 51.816 | -83 | -85 | -87 | -89 | -77 | -76 | -75 | -63 |
| I | 1731994252.216 | 67.076 | 15.978 | 51.816 | -90 | -83 | -76 | -86 | -84 | -82 | -81 | -72 |
| J | 1731994652.213 | 55.189 | 19.680 | 51.816 | -83 | -88 | -86 | -75 | -84 | -79 | -74 | -83 |
| K | 1731994577.213 | 4.245 | 64.242 | 51.816 | -91 | -89 | -78 | -81 | -85 | -80 | -75 | -75 |
| L | 1731994771.238 | 8.491 | 65.197 | 51.816 | -94 | -95 | -88 | -86 | -86 | -87 | -81 | -84 |
| M | 1731994787.230 | 35.661 | 47.150 | 51.816 | -89 | -93 | -85 | -95 | -90 | -77 | -86 | -79 |
| N | 1731994850.222 | 67.076 | 12.501 | 51.816 | -81 | -74 | -80 | -78 | -75 | -70 | -74 | -75 |
| O | 1731994181.221 | 63.680 | 8.374 | 51.816 | -94 | -74 | -84 | -95 | -90 | -95 | -93 | -82 |
| P | 1731994674.242 | 2.547 | 61.336 | 51.816 | -92 | -100 | -83 | -76 | -88 | -87 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994610.229
- **Target RSSI fingerprint:** [-91, -83, -90, -87, -80, -78, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75532185609143,
97.92212009429932,
51.816
] | 16 |
33,800 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691103.139 | 7.642 | 76.185 | 51.816 | -100 | -92 | -100 | -87 | -95 | -100 | -75 | -99 |
| B | 1723691697.142 | 129.910 | 77.950 | 51.816 | -84 | -80 | -80 | -79 | -75 | -82 | -74 | -76 |
| C | 1723691807.152 | 140.948 | 46.115 | 51.816 | -82 | -79 | -100 | -81 | -77 | -85 | -77 | -73 |
| D | 1723691698.153 | 134.156 | 81.759 | 51.816 | -85 | -82 | -81 | -78 | -78 | -81 | -75 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691359.137
- **Target RSSI fingerprint:** [-70, -86, -78, -100, -82, -75, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061857362115,
137.9853916168213,
51.816
] | 4 |
17,875 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828517.154 | 119.718 | 56.744 | 42.672 | -95 | -83 | -88 | -71 | -78 | -75 | -86 | -73 |
| B | 1722828752.149 | 22.076 | 71.979 | 42.672 | -93 | -88 | -85 | -85 | -86 | -86 | -80 | -76 |
| C | 1722828831.158 | 73.019 | 9.528 | 42.672 | -93 | -90 | -91 | -81 | -77 | -88 | -87 | -74 |
| D | 1722828336.147 | 68.774 | 4.565 | 42.672 | -94 | -83 | -84 | -83 | -75 | -93 | -79 | -70 |
| E | 1722828691.158 | 80.661 | 51.741 | 42.672 | -86 | -91 | -81 | -89 | -90 | -76 | -80 | -86 |
| F | 1722828669.165 | 16.981 | 74.009 | 42.672 | -91 | -83 | -82 | -90 | -86 | -75 | -79 | -86 |
| G | 1722828865.154 | 14.434 | 69.975 | 42.672 | -92 | -85 | -82 | -89 | -89 | -77 | -78 | -86 |
| H | 1722828927.156 | 76.416 | 116.527 | 42.672 | -83 | -96 | -78 | -77 | -86 | -94 | -79 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828509.167
- **Target RSSI fingerprint:** [-86, -86, -77, -77, -81, -77, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907049170733,
44.906959533691406,
42.672000000000004
] | 8 |
17,408 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004770.144 | 44.151 | 89.456 | 60.960 | -80 | -82 | -82 | -80 | -69 | -77 | -73 | -77 |
| B | 1723004947.136 | 78.963 | 45.862 | 60.960 | -79 | -79 | -78 | -74 | -100 | -70 | -74 | -65 |
| C | 1723004929.131 | 129.057 | 38.219 | 60.960 | -86 | -72 | -86 | -81 | -76 | -76 | -77 | -68 |
| D | 1723004550.147 | 33.962 | 90.637 | 60.960 | -84 | -82 | -78 | -83 | -71 | -84 | -81 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004713.167
- **Target RSSI fingerprint:** [-84, -82, -79, -79, -74, -71, -81, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66120784265196,
50.02932548522949,
60.96
] | 4 |
27,991 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937829.148 | 97.643 | 19.627 | 30.480 | -78 | -85 | -86 | -80 | -85 | -60 | -84 | -66 |
| B | 1725937916.157 | 14.434 | 108.937 | 30.480 | -100 | -74 | -73 | -74 | -70 | -66 | -53 | -61 |
| C | 1725937987.160 | 25.472 | 56.213 | 30.480 | -73 | -65 | -64 | -65 | -62 | -65 | -58 | -62 |
| D | 1725938066.171 | 95.945 | 46.738 | 30.480 | -60 | -74 | -73 | -71 | -70 | -66 | -66 | -74 |
| E | 1725938237.144 | 0.000 | 22.865 | 30.480 | -100 | -70 | -77 | -74 | -82 | -100 | -75 | -72 |
| F | 1725937988.136 | 21.227 | 58.429 | 30.480 | -70 | -65 | -63 | -65 | -62 | -65 | -56 | -58 |
| G | 1725937883.177 | 22.925 | 15.208 | 30.480 | -75 | -82 | -80 | -81 | -78 | -82 | -72 | -67 |
| H | 1725937980.131 | 57.737 | 40.130 | 30.480 | -76 | -80 | -100 | -80 | -78 | -62 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937902.144
- **Target RSSI fingerprint:** [-71, -76, -66, -74, -60, -63, -48, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792544052557086,
65.55566787719727,
30.48
] | 8 |
16,341 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999487.141 | 137.548 | 91.513 | 42.672 | -90 | -84 | -77 | -83 | -79 | -83 | -82 | -83 |
| B | 1723000157.144 | 136.699 | 99.249 | 42.672 | -85 | -77 | -72 | -84 | -88 | -84 | -71 | -61 |
| C | 1722999530.136 | 77.265 | 27.616 | 42.672 | -78 | -100 | -90 | -92 | -85 | -82 | -73 | -84 |
| D | 1722999966.151 | 107.831 | 13.629 | 42.672 | -80 | -79 | -79 | -77 | -80 | -82 | -79 | -68 |
| E | 1723000131.173 | 11.038 | 90.212 | 42.672 | -77 | -79 | -81 | -87 | -89 | -89 | -67 | -79 |
| F | 1722999498.150 | 140.944 | 38.550 | 42.672 | -87 | -100 | -80 | -70 | -68 | -73 | -75 | -76 |
| G | 1723000023.213 | 5.094 | 69.563 | 42.672 | -80 | -71 | -87 | -84 | -84 | -85 | -72 | -74 |
| H | 1722999999.138 | 65.378 | 90.703 | 42.672 | -89 | -79 | -86 | -86 | -92 | -88 | -88 | -81 |
| I | 1723000020.122 | 1.698 | 82.197 | 42.672 | -79 | -77 | -88 | -82 | -80 | -79 | -72 | -80 |
| J | 1722999875.137 | 56.038 | 48.450 | 42.672 | -87 | -78 | -80 | -79 | -86 | -82 | -87 | -66 |
| K | 1722999769.152 | 66.227 | 91.221 | 42.672 | -87 | -73 | -90 | -93 | -82 | -86 | -72 | -73 |
| L | 1722999876.138 | 50.944 | 48.344 | 42.672 | -88 | -100 | -86 | -74 | -83 | -82 | -88 | -65 |
| M | 1722999951.143 | 138.397 | 29.208 | 42.672 | -80 | -81 | -77 | -68 | -69 | -68 | -72 | -70 |
| N | 1722999689.161 | 51.793 | 92.786 | 42.672 | -82 | -87 | -86 | -84 | -87 | -82 | -68 | -81 |
| O | 1722999971.141 | 84.057 | 12.182 | 42.672 | -90 | -100 | -83 | -85 | -83 | -81 | -91 | -72 |
| P | 1722999475.146 | 122.265 | 72.947 | 42.672 | -83 | -75 | -80 | -90 | -87 | -89 | -70 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999891.140
- **Target RSSI fingerprint:** [-90, -84, -91, -92, -86, -90, -95, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746733679155,
51.741204261779785,
42.672000000000004
] | 16 |
30,716 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696898.159 | 40.756 | 0.252 | 42.672 | -78 | -67 | -69 | -70 | -100 | -70 | -100 | -73 |
| B | 1723696755.144 | 120.570 | 49.658 | 42.672 | -77 | -86 | -81 | -75 | -69 | -78 | -67 | -73 |
| C | 1723696604.130 | 36.511 | 26.965 | 42.672 | -80 | -84 | -78 | -81 | -78 | -61 | -74 | -79 |
| D | 1723696765.134 | 107.834 | 59.810 | 42.672 | -88 | -89 | -83 | -80 | -81 | -85 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696539.166
- **Target RSSI fingerprint:** [-72, -69, -71, -80, -79, -73, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019832744132,
30.097217559814453,
42.672000000000004
] | 4 |
13,358 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006727.189 | 148.586 | 36.533 | 42.672 | -90 | -77 | -82 | -81 | -71 | -79 | -74 | -68 |
| B | 1723006462.140 | 15.283 | 79.463 | 42.672 | -73 | -80 | -84 | -68 | -80 | -81 | -72 | -69 |
| C | 1723006731.157 | 154.529 | 16.867 | 42.672 | -92 | -77 | -86 | -100 | -74 | -75 | -75 | -72 |
| D | 1723006811.158 | 35.661 | 28.040 | 42.672 | -83 | -100 | -71 | -71 | -100 | -72 | -74 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006588.162
- **Target RSSI fingerprint:** [-85, -100, -72, -76, -100, -64, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35873740177857,
22.334046363830566,
42.672000000000004
] | 4 |
44,124 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689973.167 | 222.461 | 114.656 | 42.672 | -85 | -75 | -80 | -73 | -100 | -70 | -73 | -77 |
| B | 1723689939.138 | 130.759 | 56.532 | 42.672 | -82 | -85 | -80 | -75 | -78 | -69 | -72 | -79 |
| C | 1723689639.138 | 131.608 | 73.160 | 42.672 | -79 | -84 | -100 | -100 | -78 | -79 | -78 | -79 |
| D | 1723690131.140 | 129.061 | 65.051 | 42.672 | -80 | -81 | -87 | -86 | -80 | -71 | -71 | -73 |
| E | 1723689909.167 | 205.479 | 135.650 | 42.672 | -90 | -79 | -88 | -85 | -84 | -88 | -86 | -83 |
| F | 1723690126.151 | 142.646 | 77.990 | 42.672 | -78 | -79 | -87 | -89 | -75 | -79 | -77 | -73 |
| G | 1723689861.147 | 181.704 | 71.766 | 42.672 | -88 | -82 | -84 | -72 | -80 | -82 | -87 | -79 |
| H | 1723690164.158 | 194.441 | 88.275 | 42.672 | -81 | -83 | -88 | -86 | -100 | -77 | -81 | -86 |
| I | 1723690235.161 | 81.512 | 36.095 | 42.672 | -100 | -100 | -82 | -82 | -71 | -89 | -81 | -75 |
| J | 1723690241.178 | 53.492 | 48.928 | 42.672 | -100 | -100 | -80 | -83 | -69 | -82 | -79 | -74 |
| K | 1723690123.152 | 153.685 | 87.903 | 42.672 | -83 | -78 | -88 | -89 | -76 | -84 | -77 | -77 |
| L | 1723689629.163 | 129.061 | 57.474 | 42.672 | -77 | -74 | -85 | -83 | -65 | -68 | -71 | -65 |
| M | 1723689818.146 | 155.383 | 7.139 | 42.672 | -100 | -80 | -80 | -74 | -65 | -100 | -100 | -67 |
| N | 1723689852.135 | 163.874 | 105.871 | 42.672 | -82 | -100 | -81 | -85 | -89 | -77 | -76 | -85 |
| O | 1723690171.163 | 219.913 | 112.506 | 42.672 | -84 | -79 | -87 | -81 | -100 | -74 | -79 | -82 |
| P | 1723689752.142 | 153.685 | 46.407 | 42.672 | -82 | -89 | -83 | -76 | -79 | -83 | -88 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690331.158
- **Target RSSI fingerprint:** [-100, -100, -87, -86, -95, -100, -94, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943601285326028,
69.15194034576416,
42.672000000000004
] | 16 |
39,706 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696712.167 | 22.076 | 43.779 | 42.672 | -78 | -75 | -81 | -70 | -100 | -66 | -74 | -78 |
| B | 1723696842.151 | 117.174 | 38.444 | 42.672 | -80 | -100 | -76 | -82 | -84 | -79 | -78 | -86 |
| C | 1723696623.194 | 22.925 | 48.888 | 42.672 | -84 | -80 | -79 | -82 | -90 | -76 | -78 | -83 |
| D | 1723696774.142 | 68.776 | 41.271 | 42.672 | -82 | -82 | -77 | -81 | -100 | -77 | -64 | -100 |
| E | 1723696395.176 | 118.872 | 38.205 | 42.672 | -87 | -85 | -80 | -75 | -65 | -100 | -86 | -67 |
| F | 1723696450.160 | 24.623 | 50.175 | 42.672 | -80 | -73 | -73 | -72 | -86 | -72 | -68 | -75 |
| G | 1723696378.158 | 45.002 | 1.009 | 42.672 | -83 | -77 | -79 | -76 | -72 | -78 | -67 | -73 |
| H | 1723696592.155 | 89.154 | 52.869 | 42.672 | -78 | -79 | -100 | -75 | -80 | -78 | -65 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696466.135
- **Target RSSI fingerprint:** [-87, -88, -81, -74, -74, -77, -78, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.55035663970872,
86.40343189239502,
42.672000000000004
] | 8 |
35,701 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127041.129 | 90.852 | 34.543 | 42.672 | -83 | -76 | -84 | -100 | -73 | -76 | -77 | -80 |
| B | 1724127048.164 | 97.645 | 22.467 | 42.672 | -100 | -69 | -100 | -64 | -70 | -74 | -76 | -66 |
| C | 1724126904.145 | 95.098 | 86.602 | 42.672 | -79 | -100 | -86 | -100 | -89 | -82 | -75 | -85 |
| D | 1724127140.147 | 123.967 | 69.019 | 42.672 | -85 | -100 | -84 | -92 | -87 | -84 | -88 | -80 |
| E | 1724126741.132 | 31.416 | 52.776 | 42.672 | -82 | -100 | -80 | -74 | -76 | -78 | -79 | -75 |
| F | 1724126670.117 | 84.060 | 53.387 | 42.672 | -81 | -73 | -85 | -100 | -76 | -80 | -76 | -79 |
| G | 1724126657.157 | 61.983 | 72.669 | 42.672 | -74 | -100 | -81 | -83 | -83 | -83 | -66 | -77 |
| H | 1724126867.144 | 99.343 | 22.931 | 42.672 | -94 | -86 | -86 | -81 | -86 | -85 | -90 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126895.153
- **Target RSSI fingerprint:** [-68, -100, -84, -100, -82, -80, -100, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.9284390134851,
94.77704048156738,
42.672000000000004
] | 8 |
28,501 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941188.160 | 106.983 | 48.901 | 51.816 | -75 | -100 | -70 | -64 | -72 | -67 | -62 | -62 |
| B | 1725940998.158 | 90.850 | 67.838 | 51.816 | -70 | -73 | -100 | -67 | -75 | -68 | -70 | -69 |
| C | 1725940885.135 | 75.567 | 80.976 | 51.816 | -64 | -77 | -77 | -70 | -73 | -75 | -65 | -75 |
| D | 1725940848.155 | 3.396 | 44.894 | 51.816 | -79 | -100 | -69 | -100 | -70 | -100 | -71 | -100 |
| E | 1725941443.159 | 38.208 | 28.637 | 51.816 | -100 | -72 | -100 | -100 | -100 | -64 | -100 | -70 |
| F | 1725941238.153 | 16.981 | 29.128 | 51.816 | -86 | -80 | -77 | -71 | -75 | -74 | -73 | -66 |
| G | 1725940972.162 | 95.096 | 14.650 | 51.816 | -85 | -84 | -75 | -71 | -76 | -71 | -69 | -66 |
| H | 1725940761.147 | 51.793 | 17.769 | 51.816 | -89 | -85 | -75 | -68 | -74 | -72 | -83 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940986.152
- **Target RSSI fingerprint:** [-72, -85, -74, -76, -72, -78, -62, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83164137492726,
45.38469314575195,
51.816
] | 8 |
28,077 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942977.160 | 56.888 | 13.615 | 60.960 | -78 | -73 | -73 | -77 | -74 | -68 | -76 | -66 |
| B | 1725943295.137 | 4.245 | 38.803 | 60.960 | -76 | -70 | -74 | -76 | -66 | -73 | -73 | -66 |
| C | 1725943123.148 | 86.605 | 3.450 | 60.960 | -75 | -77 | -78 | -71 | -79 | -70 | -69 | -68 |
| D | 1725943170.154 | 58.586 | 38.710 | 60.960 | -77 | -70 | -72 | -78 | -70 | -77 | -72 | -62 |
| E | 1725942892.155 | 38.208 | 13.469 | 60.960 | -100 | -100 | -100 | -100 | -100 | -66 | -65 | -100 |
| F | 1725943403.156 | 3.396 | 32.804 | 60.960 | -75 | -72 | -72 | -71 | -70 | -74 | -73 | -69 |
| G | 1725943540.164 | 79.812 | 6.184 | 60.960 | -74 | -81 | -77 | -72 | -85 | -74 | -72 | -67 |
| H | 1725943107.162 | 5.943 | 17.623 | 60.960 | -78 | -78 | -82 | -70 | -80 | -75 | -74 | -82 |
| I | 1725942927.162 | 101.039 | 4.883 | 60.960 | -76 | -79 | -76 | -75 | -81 | -75 | -64 | -77 |
| J | 1725943494.151 | 7.642 | 62.649 | 60.960 | -77 | -77 | -74 | -76 | -70 | -72 | -77 | -65 |
| K | 1725943442.156 | 77.265 | 68.634 | 60.960 | -77 | -74 | -75 | -77 | -67 | -78 | -79 | -66 |
| L | 1725943041.155 | 78.963 | 67.400 | 60.960 | -76 | -73 | -73 | -78 | -66 | -77 | -79 | -65 |
| M | 1725943394.159 | 3.396 | 17.119 | 60.960 | -79 | -75 | -74 | -77 | -77 | -77 | -74 | -71 |
| N | 1725943421.150 | 18.679 | 115.160 | 60.960 | -74 | -82 | -75 | -76 | -78 | -77 | -76 | -76 |
| O | 1725943140.147 | 105.284 | 35.299 | 60.960 | -73 | -73 | -73 | -71 | -72 | -76 | -70 | -66 |
| P | 1725943091.173 | 9.340 | 59.266 | 60.960 | -75 | -81 | -74 | -75 | -80 | -73 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943395.172
- **Target RSSI fingerprint:** [-77, -75, -74, -74, -76, -76, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.698135984385634,
17.51689910888672,
60.96
] | 16 |
26,635 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940872.161 | 28.019 | 124.423 | 51.816 | -85 | -85 | -80 | -65 | -80 | -79 | -76 | -81 |
| B | 1725940845.143 | 0.849 | 30.349 | 51.816 | -78 | -71 | -87 | -78 | -68 | -74 | -74 | -74 |
| C | 1725940947.181 | 1.698 | 32.645 | 51.816 | -78 | -79 | -80 | -81 | -75 | -73 | -73 | -66 |
| D | 1725941172.153 | 90.850 | 17.477 | 51.816 | -76 | -78 | -79 | -79 | -64 | -65 | -71 | -69 |
| E | 1725941440.150 | 43.302 | 30.469 | 51.816 | -100 | -100 | -84 | -61 | -100 | -71 | -74 | -100 |
| F | 1725941220.136 | 56.888 | 45.332 | 51.816 | -74 | -100 | -88 | -80 | -72 | -78 | -76 | -60 |
| G | 1725940760.147 | 50.095 | 18.260 | 51.816 | -84 | -75 | -89 | -86 | -62 | -75 | -72 | -81 |
| H | 1725941188.160 | 106.983 | 48.901 | 51.816 | -73 | -72 | -75 | -100 | -64 | -62 | -67 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941442.167
- **Target RSSI fingerprint:** [-100, -100, -100, -75, -100, -76, -65, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90619798914631,
28.942694664001465,
51.816
] | 8 |
24,494 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939598.156 | 64.529 | 41.987 | 42.672 | -77 | -77 | -70 | -74 | -76 | -77 | -73 | -63 |
| B | 1725939720.148 | 0.849 | 20.569 | 42.672 | -75 | -75 | -73 | -71 | -78 | -67 | -72 | -84 |
| C | 1725939257.141 | 98.492 | 20.927 | 42.672 | -75 | -78 | -74 | -70 | -77 | -73 | -67 | -64 |
| D | 1725939552.259 | 26.321 | 121.397 | 42.672 | -76 | -78 | -74 | -74 | -74 | -75 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939434.146
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -72, -100, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77390458298819,
21.36530876159668,
42.672000000000004
] | 4 |
20,153 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010114.139 | 45.849 | 8.958 | 60.960 | -83 | -75 | -85 | -77 | -85 | -84 | -78 | -69 |
| B | 1723009894.166 | 70.472 | 6.516 | 60.960 | -79 | -81 | -83 | -76 | -79 | -77 | -75 | -69 |
| C | 1723010571.142 | 196.133 | 1.048 | 60.960 | -91 | -102 | -96 | -92 | -96 | -102 | -100 | -94 |
| D | 1723010052.137 | 91.699 | 23.913 | 60.960 | -86 | -81 | -86 | -85 | -85 | -84 | -69 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010260.148
- **Target RSSI fingerprint:** [-92, -100, -73, -85, -77, -68, -87, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64245211736872,
5.255069732666016,
60.96
] | 4 |
8,995 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010245.146 | 148.586 | 35.074 | 60.960 | -76 | -70 | -73 | -77 | -82 | -81 | -80 | -81 |
| B | 1723009767.161 | 172.360 | 47.415 | 60.960 | -82 | -79 | -75 | -76 | -82 | -79 | -76 | -74 |
| C | 1723010050.157 | 95.095 | 14.279 | 60.960 | -81 | -86 | -83 | -88 | -90 | -89 | -77 | -79 |
| D | 1723009831.163 | 84.906 | 39.612 | 60.960 | -82 | -84 | -100 | -79 | -79 | -80 | -68 | -100 |
| E | 1723010098.142 | 16.981 | 57.859 | 60.960 | -75 | -76 | -77 | -89 | -66 | -67 | -74 | -75 |
| F | 1723010193.168 | 8.491 | 68.661 | 60.960 | -77 | -78 | -79 | -84 | -80 | -74 | -69 | -82 |
| G | 1723009851.168 | 45.849 | 85.262 | 60.960 | -100 | -100 | -84 | -82 | -79 | -75 | -73 | -78 |
| H | 1723009933.163 | 135.850 | 46.672 | 60.960 | -86 | -89 | -76 | -72 | -71 | -71 | -81 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010123.163
- **Target RSSI fingerprint:** [-72, -78, -100, -84, -79, -79, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90622149843377,
9.83335018157959,
60.96
] | 8 |
43,724 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123471.134 | 45.002 | 31.238 | 60.960 | -81 | -79 | -81 | -78 | -81 | -79 | -67 | -65 |
| B | 1724123543.135 | 73.870 | 22.347 | 60.960 | -83 | -76 | -85 | -100 | -82 | -78 | -64 | -63 |
| C | 1724123529.129 | 114.627 | 46.287 | 60.960 | -82 | -69 | -73 | -79 | -83 | -73 | -75 | -71 |
| D | 1724123117.127 | 46.700 | 34.158 | 60.960 | -84 | -84 | -79 | -79 | -82 | -80 | -69 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123494.143
- **Target RSSI fingerprint:** [-78, -91, -79, -82, -74, -79, -80, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287583322522,
44.82733726501465,
60.96
] | 4 |
21,937 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941126.156 | 36.510 | 60.447 | 51.816 | -73 | -78 | -77 | -77 | -73 | -72 | -80 | -69 |
| B | 1725941189.146 | 107.832 | 51.741 | 51.816 | -73 | -74 | -74 | -71 | -70 | -77 | -83 | -63 |
| C | 1725941281.172 | 47.548 | 106.787 | 51.816 | -77 | -67 | -70 | -76 | -80 | -78 | -77 | -69 |
| D | 1725940823.167 | 53.491 | 21.817 | 51.816 | -71 | -83 | -80 | -76 | -75 | -75 | -82 | -65 |
| E | 1725940808.146 | 64.529 | 81.241 | 51.816 | -73 | -80 | -73 | -78 | -76 | -76 | -83 | -67 |
| F | 1725941441.149 | 41.604 | 29.606 | 51.816 | -100 | -100 | -86 | -100 | -78 | -72 | -64 | -100 |
| G | 1725941256.157 | 8.491 | 72.549 | 51.816 | -77 | -77 | -87 | -73 | -73 | -78 | -64 | -73 |
| H | 1725941269.126 | 20.378 | 128.510 | 51.816 | -100 | -79 | -68 | -70 | -100 | -100 | -55 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941284.179
- **Target RSSI fingerprint:** [-77, -64, -68, -73, -77, -74, -80, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.585694920236065,
97.16570854187012,
51.816
] | 8 |
42,737 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130012.120 | 38.209 | 41.178 | 60.960 | -82 | -78 | -78 | -83 | -80 | -81 | -68 | -69 |
| B | 1724129870.126 | 104.438 | 22.387 | 60.960 | -85 | -78 | -82 | -86 | -82 | -81 | -80 | -71 |
| C | 1724129986.208 | 106.985 | 24.431 | 60.960 | -78 | -78 | -86 | -78 | -81 | -74 | -74 | -69 |
| D | 1724130291.125 | 29.718 | 53.400 | 60.960 | -75 | -78 | -77 | -100 | -76 | -76 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130166.113
- **Target RSSI fingerprint:** [-76, -82, -100, -81, -79, -71, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.9101571252436,
35.471720695495605,
60.96
] | 4 |
23,463 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937763.161 | 22.925 | 57.023 | 30.480 | -71 | -67 | -65 | -65 | -74 | -61 | -55 | -65 |
| B | 1725937792.145 | 22.925 | 19.707 | 30.480 | -72 | -77 | -69 | -71 | -74 | -63 | -58 | -58 |
| C | 1725937878.158 | 45.850 | 11.426 | 30.480 | -87 | -86 | -83 | -83 | -76 | -83 | -79 | -70 |
| D | 1725937908.165 | 6.793 | 69.988 | 30.480 | -70 | -82 | -69 | -81 | -100 | -62 | -48 | -60 |
| E | 1725938352.141 | 33.963 | 6.914 | 30.480 | -89 | -91 | -84 | -92 | -87 | -81 | -78 | -88 |
| F | 1725937254.144 | 46.699 | 6.635 | 30.480 | -94 | -94 | -94 | -93 | -85 | -93 | -91 | -86 |
| G | 1725938100.135 | 53.491 | 8.002 | 30.480 | -83 | -85 | -82 | -80 | -79 | -79 | -81 | -71 |
| H | 1725937655.152 | 30.566 | 13.244 | 30.480 | -84 | -84 | -86 | -79 | -72 | -78 | -74 | -76 |
| I | 1725938035.130 | 81.511 | 4.565 | 30.480 | -82 | -81 | -82 | -80 | -72 | -80 | -77 | -66 |
| J | 1725938190.145 | 106.134 | 20.808 | 30.480 | -100 | -81 | -80 | -81 | -79 | -81 | -76 | -73 |
| K | 1725937864.175 | 59.435 | 47.243 | 30.480 | -78 | -83 | -83 | -82 | -78 | -84 | -80 | -68 |
| L | 1725938264.153 | 96.794 | 1.871 | 30.480 | -83 | -82 | -87 | -85 | -70 | -84 | -82 | -68 |
| M | 1725938231.139 | 0.000 | 24.935 | 30.480 | -61 | -64 | -68 | -65 | -66 | -74 | -75 | -63 |
| N | 1725937725.135 | 95.096 | 57.580 | 30.480 | -80 | -83 | -84 | -85 | -80 | -82 | -77 | -78 |
| O | 1725937586.146 | 90.850 | 7.206 | 30.480 | -85 | -84 | -86 | -84 | -74 | -85 | -83 | -63 |
| P | 1725938015.146 | 10.189 | 19.348 | 30.480 | -66 | -74 | -71 | -73 | -100 | -64 | -59 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938202.148
- **Target RSSI fingerprint:** [-100, -85, -85, -79, -75, -78, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17078055841904,
33.016700744628906,
30.48
] | 16 |
27,218 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939829.162 | 2.547 | 41.775 | 42.672 | -77 | -82 | -75 | -76 | -77 | -79 | -74 | -67 |
| B | 1725939861.148 | 83.209 | 8.374 | 42.672 | -100 | -72 | -100 | -73 | -71 | -78 | -74 | -80 |
| C | 1725939893.148 | 56.038 | 11.612 | 42.672 | -75 | -65 | -77 | -76 | -72 | -77 | -74 | -82 |
| D | 1725939270.134 | 101.039 | 49.087 | 42.672 | -74 | -74 | -73 | -77 | -75 | -77 | -71 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939535.160
- **Target RSSI fingerprint:** [-80, -78, -76, -82, -76, -71, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886952291494095,
75.80039978027344,
42.672000000000004
] | 4 |
6,928 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828964.137 | 5.094 | 55.192 | 42.672 | -85 | -90 | -76 | -86 | -82 | -86 | -78 | -74 |
| B | 1722828753.169 | 17.830 | 68.555 | 42.672 | -98 | -88 | -84 | -85 | -87 | -80 | -80 | -81 |
| C | 1722828729.156 | 82.359 | 109.534 | 42.672 | -85 | -89 | -90 | -85 | -77 | -80 | -73 | -75 |
| D | 1722828883.149 | 59.434 | 68.183 | 42.672 | -86 | -76 | -76 | -79 | -86 | -84 | -73 | -76 |
| E | 1722828546.151 | 50.095 | 99.634 | 42.672 | -86 | -82 | -89 | -83 | -82 | -89 | -87 | -78 |
| F | 1722828669.165 | 16.981 | 74.009 | 42.672 | -91 | -83 | -75 | -86 | -82 | -90 | -86 | -79 |
| G | 1722828663.162 | 0.849 | 51.980 | 42.672 | -91 | -88 | -77 | -88 | -87 | -87 | -100 | -84 |
| H | 1722828631.153 | 79.812 | 16.920 | 42.672 | -96 | -97 | -90 | -81 | -81 | -81 | -67 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828730.147
- **Target RSSI fingerprint:** [-85, -98, -96, -90, -78, -84, -89, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281826146343,
113.35556983947754,
42.672000000000004
] | 8 |
10,782 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828959.160 | 4.245 | 55.483 | 42.672 | -84 | -89 | -76 | -75 | -78 | -71 | -80 | -71 |
| B | 1722828577.143 | 28.019 | 37.767 | 42.672 | -82 | -82 | -87 | -85 | -77 | -84 | -77 | -75 |
| C | 1722828987.181 | 66.227 | 71.567 | 42.672 | -88 | -82 | -85 | -80 | -73 | -75 | -79 | -75 |
| D | 1722828546.151 | 50.095 | 99.634 | 42.672 | -86 | -82 | -82 | -83 | -89 | -89 | -87 | -78 |
| E | 1722828751.139 | 25.472 | 75.336 | 42.672 | -92 | -91 | -84 | -84 | -86 | -78 | -76 | -80 |
| F | 1722828597.178 | 95.944 | 89.694 | 42.672 | -89 | -82 | -85 | -83 | -87 | -77 | -80 | -74 |
| G | 1722828863.157 | 5.094 | 62.119 | 42.672 | -92 | -89 | -82 | -89 | -76 | -89 | -91 | -79 |
| H | 1722829023.164 | 95.944 | 28.200 | 42.672 | -93 | -92 | -81 | -74 | -84 | -76 | -63 | -76 |
| I | 1722828990.162 | 80.661 | 82.117 | 42.672 | -91 | -87 | -88 | -86 | -77 | -87 | -90 | -77 |
| J | 1722829017.135 | 122.265 | 51.808 | 42.672 | -92 | -89 | -81 | -79 | -88 | -79 | -81 | -78 |
| K | 1722828544.148 | 56.887 | 105.645 | 42.672 | -84 | -83 | -79 | -83 | -85 | -82 | -80 | -77 |
| L | 1722828605.153 | 101.888 | 93.689 | 42.672 | -87 | -74 | -84 | -81 | -88 | -80 | -71 | -74 |
| M | 1722828599.153 | 100.189 | 93.861 | 42.672 | -87 | -80 | -85 | -79 | -89 | -75 | -71 | -73 |
| N | 1722828465.158 | 2.547 | 54.647 | 42.672 | -95 | -91 | -89 | -87 | -77 | -88 | -100 | -85 |
| O | 1722828767.146 | 12.736 | 49.392 | 42.672 | -84 | -88 | -82 | -83 | -75 | -89 | -79 | -74 |
| P | 1722828865.154 | 14.434 | 69.975 | 42.672 | -92 | -85 | -82 | -89 | -77 | -89 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828679.139
- **Target RSSI fingerprint:** [-82, -83, -76, -80, -89, -81, -84, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11343991609757,
87.82336235046387,
42.672000000000004
] | 16 |
3,535 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000121.152 | 4.245 | 77.300 | 42.672 | -90 | -88 | -87 | -92 | -90 | -89 | -83 | -78 |
| B | 1722999657.144 | 21.227 | 46.181 | 42.672 | -84 | -90 | -83 | -88 | -81 | -87 | -90 | -66 |
| C | 1722999766.137 | 68.774 | 77.565 | 42.672 | -88 | -82 | -78 | -73 | -83 | -91 | -72 | -73 |
| D | 1723000011.158 | 11.038 | 86.616 | 42.672 | -87 | -89 | -87 | -88 | -87 | -84 | -90 | -74 |
| E | 1723000048.151 | 54.340 | 14.412 | 42.672 | -87 | -74 | -86 | -80 | -84 | -79 | -69 | -71 |
| F | 1723000053.145 | 81.510 | 14.942 | 42.672 | -78 | -76 | -84 | -72 | -82 | -77 | -70 | -70 |
| G | 1722999705.167 | 131.605 | 96.701 | 42.672 | -79 | -83 | -77 | -100 | -82 | -71 | -68 | -70 |
| H | 1723000052.155 | 76.416 | 14.823 | 42.672 | -87 | -76 | -87 | -75 | -84 | -80 | -70 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999640.144
- **Target RSSI fingerprint:** [-77, -88, -83, -85, -76, -79, -85, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13277847582452,
48.91461372375488,
42.672000000000004
] | 8 |
9,636 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007934.162 | 140.095 | 73.518 | 51.816 | -85 | -88 | -79 | -85 | -86 | -80 | -84 | -84 |
| B | 1723008307.171 | 132.454 | 43.062 | 51.816 | -73 | -76 | -87 | -81 | -88 | -77 | -86 | -80 |
| C | 1723007978.147 | 84.906 | 36.003 | 51.816 | -88 | -85 | -81 | -86 | -81 | -81 | -70 | -83 |
| D | 1723007981.158 | 79.812 | 51.502 | 51.816 | -87 | -84 | -82 | -81 | -83 | -76 | -73 | -60 |
| E | 1723007918.169 | 164.718 | 55.085 | 51.816 | -67 | -72 | -75 | -78 | -79 | -70 | -80 | -77 |
| F | 1723008099.155 | 45.849 | 40.767 | 51.816 | -85 | -81 | -100 | -73 | -83 | -71 | -75 | -67 |
| G | 1723008428.199 | 85.755 | 39.705 | 51.816 | -90 | -88 | -83 | -87 | -84 | -79 | -73 | -73 |
| H | 1723008142.168 | 91.699 | 88.885 | 51.816 | -86 | -86 | -71 | -87 | -76 | -77 | -84 | -71 |
| I | 1723008277.145 | 116.322 | 8.387 | 51.816 | -83 | -87 | -71 | -79 | -71 | -78 | -82 | -79 |
| J | 1723008477.168 | 40.755 | 19.746 | 51.816 | -75 | -88 | -77 | -67 | -74 | -100 | -78 | -65 |
| K | 1723008630.159 | 208.020 | 5.972 | 51.816 | -73 | -75 | -74 | -83 | -78 | -63 | -79 | -77 |
| L | 1723008275.168 | 106.133 | 8.520 | 51.816 | -87 | -84 | -71 | -86 | -71 | -74 | -78 | -81 |
| M | 1723008231.148 | 10.189 | 82.847 | 51.816 | -84 | -78 | -88 | -74 | -81 | -77 | -75 | -72 |
| N | 1723008487.146 | 54.340 | 6.887 | 51.816 | -88 | -80 | -78 | -79 | -74 | -72 | -73 | -81 |
| O | 1723008225.139 | 39.906 | 84.652 | 51.816 | -83 | -81 | -88 | -76 | -82 | -77 | -73 | -71 |
| P | 1723008390.142 | 149.435 | 46.473 | 51.816 | -74 | -79 | -69 | -83 | -75 | -73 | -77 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008031.147
- **Target RSSI fingerprint:** [-74, -70, -82, -68, -76, -100, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.6984215573548,
8.094930648803711,
51.816
] | 16 |
348 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994815.224 | 104.435 | 92.481 | 51.816 | -82 | -76 | -85 | -80 | -77 | -78 | -77 | -63 |
| B | 1731994338.214 | 112.925 | 77.605 | 51.816 | -80 | -79 | -87 | -82 | -76 | -77 | -71 | -76 |
| C | 1731994742.221 | 75.567 | 122.698 | 51.816 | -79 | -82 | -89 | -73 | -85 | -80 | -74 | -82 |
| D | 1731994372.226 | 16.132 | 68.926 | 51.816 | -93 | -100 | -78 | -81 | -78 | -90 | -74 | -72 |
| E | 1731994578.238 | 4.245 | 63.844 | 51.816 | -90 | -100 | -77 | -84 | -85 | -83 | -74 | -73 |
| F | 1731994804.229 | 95.095 | 94.671 | 51.816 | -89 | -77 | -87 | -83 | -85 | -74 | -74 | -75 |
| G | 1731994471.222 | 4.245 | 56.306 | 51.816 | -89 | -84 | -76 | -82 | -79 | -83 | -80 | -72 |
| H | 1731994816.220 | 108.680 | 88.487 | 51.816 | -84 | -77 | -88 | -80 | -77 | -80 | -78 | -64 |
| I | 1731994542.225 | 77.265 | 109.972 | 51.816 | -90 | -80 | -88 | -73 | -86 | -76 | -73 | -86 |
| J | 1731994554.218 | 68.774 | 116.806 | 51.816 | -93 | -87 | -100 | -88 | -87 | -81 | -90 | -75 |
| K | 1731994597.218 | 40.755 | 61.269 | 51.816 | -86 | -100 | -88 | -85 | -87 | -93 | -74 | -78 |
| L | 1731994584.228 | 19.528 | 51.502 | 51.816 | -92 | -100 | -75 | -93 | -85 | -68 | -84 | -71 |
| M | 1731994453.203 | 63.680 | 16.389 | 51.816 | -93 | -88 | -86 | -93 | -86 | -84 | -88 | -85 |
| N | 1731994429.210 | 119.718 | 74.208 | 51.816 | -86 | -76 | -82 | -80 | -76 | -80 | -78 | -65 |
| O | 1731994705.237 | 90.001 | 44.562 | 51.816 | -83 | -100 | -80 | -83 | -83 | -80 | -75 | -68 |
| P | 1731994340.225 | 106.133 | 85.952 | 51.816 | -82 | -81 | -88 | -82 | -85 | -77 | -72 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994829.232
- **Target RSSI fingerprint:** [-79, -75, -83, -78, -75, -71, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
63.25989246368408,
51.816
] | 16 |
17,282 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833681.161 | 103.586 | 39.254 | 60.960 | -83 | -87 | -79 | -84 | -80 | -69 | -77 | -81 |
| B | 1722833670.170 | 87.453 | 48.530 | 60.960 | -82 | -79 | -72 | -85 | -79 | -83 | -78 | -78 |
| C | 1722833119.155 | 65.378 | 7.126 | 60.960 | -104 | -101 | -104 | -87 | -102 | -87 | -100 | -89 |
| D | 1722833451.175 | 28.019 | 83.856 | 60.960 | -85 | -82 | -78 | -100 | -84 | -82 | -77 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833959.161
- **Target RSSI fingerprint:** [-94, -85, -76, -78, -76, -89, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.5853163703826,
52.88245677947998,
60.96
] | 4 |
5,077 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994523.200 | 94.246 | 58.018 | 51.816 | -93 | -89 | -86 | -87 | -78 | -89 | -88 | -79 |
| B | 1731994179.220 | 63.680 | 9.011 | 51.816 | -96 | -89 | -75 | -95 | -96 | -90 | -93 | -87 |
| C | 1731994538.218 | 86.604 | 95.878 | 51.816 | -82 | -87 | -93 | -85 | -75 | -75 | -70 | -82 |
| D | 1731994408.215 | 78.963 | 87.253 | 51.816 | -85 | -88 | -77 | -80 | -77 | -82 | -74 | -75 |
| E | 1731994903.228 | 61.982 | 5.866 | 51.816 | -89 | -82 | -80 | -89 | -100 | -79 | -77 | -81 |
| F | 1731994348.243 | 78.114 | 115.797 | 51.816 | -79 | -90 | -97 | -91 | -80 | -74 | -74 | -86 |
| G | 1731994939.220 | 75.567 | 0.584 | 51.816 | -100 | -97 | -86 | -98 | -97 | -102 | -99 | -90 |
| H | 1731994427.215 | 118.869 | 75.137 | 51.816 | -88 | -86 | -85 | -79 | -88 | -80 | -78 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994798.246
- **Target RSSI fingerprint:** [-97, -89, -76, -83, -79, -85, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86844555920747,
76.6364336013794,
51.816
] | 8 |
17,797 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006882.162 | 53.491 | 39.400 | 42.672 | -100 | -88 | -76 | -85 | -84 | -88 | -63 | -77 |
| B | 1723006493.148 | 135.850 | 83.816 | 42.672 | -73 | -88 | -86 | -83 | -82 | -74 | -69 | -75 |
| C | 1723006431.144 | 57.736 | 38.842 | 42.672 | -100 | -77 | -76 | -88 | -83 | -87 | -69 | -78 |
| D | 1723006867.160 | 130.756 | 39.333 | 42.672 | -100 | -80 | -73 | -82 | -83 | -87 | -83 | -68 |
| E | 1723006477.174 | 90.001 | 88.142 | 42.672 | -76 | -85 | -87 | -78 | -81 | -76 | -73 | -78 |
| F | 1723006407.160 | 146.888 | 34.768 | 42.672 | -80 | -91 | -91 | -85 | -87 | -81 | -83 | -78 |
| G | 1723006647.164 | 105.284 | 39.280 | 42.672 | -100 | -79 | -86 | -82 | -86 | -85 | -82 | -76 |
| H | 1723006372.164 | 47.547 | 10.178 | 42.672 | -84 | -86 | -91 | -100 | -81 | -82 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006349.143
- **Target RSSI fingerprint:** [-80, -81, -82, -86, -82, -80, -79, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
79.03837203979492,
42.672000000000004
] | 8 |
12,245 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003188.177 | 101.887 | 48.132 | 51.816 | -76 | -77 | -85 | -73 | -100 | -68 | -83 | -60 |
| B | 1723003124.147 | 9.340 | 65.197 | 51.816 | -81 | -83 | -83 | -78 | -75 | -80 | -69 | -77 |
| C | 1723003187.148 | 106.982 | 48.835 | 51.816 | -88 | -79 | -85 | -76 | -87 | -83 | -85 | -60 |
| D | 1723003079.133 | 77.265 | 18.021 | 51.816 | -84 | -74 | -78 | -88 | -80 | -86 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002917.142
- **Target RSSI fingerprint:** [-75, -100, -76, -72, -71, -71, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471866492552685,
10.151839256286621,
51.816
] | 4 |
1,115 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003200.130 | 44.151 | 44.880 | 51.816 | -100 | -80 | -89 | -73 | -100 | -74 | -87 | -71 |
| B | 1723003307.160 | 71.321 | 68.356 | 51.816 | -81 | -70 | -73 | -83 | -79 | -81 | -73 | -69 |
| C | 1723002923.169 | 29.717 | 10.404 | 51.816 | -74 | -88 | -100 | -86 | -81 | -84 | -71 | -68 |
| D | 1723002885.132 | 45.000 | 89.310 | 51.816 | -88 | -67 | -90 | -75 | -77 | -71 | -86 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003153.151
- **Target RSSI fingerprint:** [-75, -75, -79, -83, -100, -82, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05715942542386,
10.762276649475098,
51.816
] | 4 |
36,920 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126602.130 | 8.491 | 110.954 | 42.672 | -74 | -76 | -73 | -80 | -74 | -80 | -70 | -77 |
| B | 1724126992.142 | 59.436 | 3.172 | 42.672 | -100 | -86 | -100 | -88 | -86 | -75 | -82 | -63 |
| C | 1724126835.163 | 38.209 | 60.035 | 42.672 | -100 | -87 | -79 | -77 | -83 | -73 | -75 | -65 |
| D | 1724126966.152 | 138.401 | 50.733 | 42.672 | -83 | -87 | -81 | -84 | -76 | -100 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127195.138
- **Target RSSI fingerprint:** [-100, -86, -100, -79, -82, -69, -69, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.265268289567175,
52.25874900817871,
42.672000000000004
] | 4 |
33,873 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693168.151 | 202.932 | 131.470 | 60.960 | -82 | -81 | -82 | -79 | -83 | -85 | -84 | -83 |
| B | 1723693798.150 | 5.944 | 68.223 | 60.960 | -94 | -100 | -100 | -101 | -103 | -102 | -99 | -91 |
| C | 1723693425.150 | 194.441 | 86.563 | 60.960 | -79 | -73 | -76 | -66 | -81 | -78 | -76 | -67 |
| D | 1723693173.152 | 183.403 | 115.346 | 60.960 | -81 | -71 | -77 | -78 | -78 | -76 | -76 | -76 |
| E | 1723693632.152 | 216.517 | 107.172 | 60.960 | -79 | -73 | -78 | -68 | -76 | -100 | -76 | -72 |
| F | 1723693241.155 | 225.857 | 85.939 | 60.960 | -71 | -72 | -78 | -76 | -82 | -100 | -76 | -80 |
| G | 1723693662.146 | 177.459 | 30.349 | 60.960 | -81 | -79 | -75 | -100 | -75 | -70 | -73 | -100 |
| H | 1723693177.138 | 168.119 | 102.169 | 60.960 | -82 | -77 | -79 | -77 | -82 | -76 | -76 | -73 |
| I | 1723693395.155 | 115.476 | 60.579 | 60.960 | -83 | -82 | -80 | -84 | -78 | -73 | -76 | -78 |
| J | 1723693031.151 | 9.340 | 70.267 | 60.960 | -100 | -100 | -100 | -79 | -74 | -76 | -100 | -68 |
| K | 1723693087.175 | 131.608 | 45.305 | 60.960 | -79 | -83 | -84 | -75 | -72 | -79 | -69 | -63 |
| L | 1723693683.158 | 123.117 | 12.328 | 60.960 | -82 | -100 | -78 | -86 | -79 | -69 | -73 | -74 |
| M | 1723693507.166 | 157.930 | 97.471 | 60.960 | -80 | -76 | -78 | -73 | -82 | -77 | -75 | -67 |
| N | 1723693514.158 | 162.175 | 92.123 | 60.960 | -81 | -82 | -83 | -84 | -88 | -82 | -83 | -81 |
| O | 1723693664.161 | 169.817 | 23.197 | 60.960 | -83 | -85 | -79 | -90 | -76 | -72 | -75 | -79 |
| P | 1723693666.152 | 163.024 | 16.110 | 60.960 | -81 | -84 | -78 | -82 | -77 | -71 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693030.169
- **Target RSSI fingerprint:** [-100, -100, -100, -81, -75, -74, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641772966834458,
69.94816303253174,
60.96
] | 16 |
43,911 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129956.144 | 115.476 | 60.593 | 60.960 | -76 | -81 | -83 | -82 | -82 | -73 | -75 | -72 |
| B | 1724129931.131 | 37.360 | 43.686 | 60.960 | -80 | -79 | -73 | -76 | -75 | -74 | -73 | -71 |
| C | 1724130284.166 | 58.587 | 67.838 | 60.960 | -76 | -83 | -83 | -79 | -77 | -77 | -74 | -64 |
| D | 1724130226.130 | 90.852 | 51.383 | 60.960 | -80 | -77 | -73 | -72 | -75 | -76 | -70 | -68 |
| E | 1724130137.123 | 99.343 | 51.383 | 60.960 | -75 | -82 | -84 | -82 | -82 | -73 | -70 | -69 |
| F | 1724129870.126 | 104.438 | 22.387 | 60.960 | -78 | -82 | -86 | -82 | -83 | -80 | -81 | -71 |
| G | 1724129845.121 | 74.720 | 75.628 | 60.960 | -74 | -83 | -82 | -100 | -79 | -73 | -67 | -67 |
| H | 1724129812.144 | 61.134 | 3.649 | 60.960 | -100 | -74 | -72 | -71 | -73 | -72 | -79 | -69 |
| I | 1724130392.127 | 15.284 | 94.100 | 60.960 | -81 | -83 | -77 | -84 | -75 | -76 | -75 | -64 |
| J | 1724129788.134 | 13.585 | 110.449 | 60.960 | -100 | -81 | -79 | -75 | -75 | -100 | -80 | -75 |
| K | 1724129898.132 | 119.721 | 91.221 | 60.960 | -72 | -83 | -83 | -80 | -82 | -74 | -81 | -63 |
| L | 1724130189.132 | 51.794 | 7.339 | 60.960 | -77 | -81 | -83 | -82 | -83 | -69 | -79 | -70 |
| M | 1724130220.140 | 78.965 | 76.729 | 60.960 | -76 | -75 | -77 | -72 | -73 | -75 | -73 | -70 |
| N | 1724130132.126 | 75.569 | 39.997 | 60.960 | -76 | -80 | -85 | -77 | -83 | -69 | -82 | -69 |
| O | 1724129862.135 | 100.192 | 25.572 | 60.960 | -100 | -74 | -73 | -77 | -75 | -74 | -75 | -66 |
| P | 1724130154.123 | 141.797 | 56.837 | 60.960 | -81 | -80 | -74 | -73 | -77 | -79 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130050.144
- **Target RSSI fingerprint:** [-78, -73, -75, -74, -76, -77, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.89031931391655,
21.736879348754883,
60.96
] | 16 |
7,507 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006750.150 | 97.642 | 5.401 | 42.672 | -83 | -100 | -83 | -92 | -81 | -77 | -86 | -86 |
| B | 1723006517.188 | 138.397 | 6.808 | 42.672 | -70 | -100 | -70 | -82 | -79 | -69 | -82 | -85 |
| C | 1723006406.147 | 148.586 | 29.381 | 42.672 | -93 | -80 | -92 | -89 | -81 | -88 | -93 | -83 |
| D | 1723006367.150 | 45.849 | 10.683 | 42.672 | -73 | -70 | -71 | -77 | -100 | -79 | -73 | -58 |
| E | 1723006832.144 | 98.491 | 9.223 | 42.672 | -89 | -79 | -87 | -85 | -78 | -87 | -82 | -76 |
| F | 1723006466.141 | 36.510 | 82.542 | 42.672 | -89 | -74 | -85 | -72 | -83 | -87 | -74 | -78 |
| G | 1723006689.144 | 26.321 | 81.626 | 42.672 | -83 | -64 | -81 | -67 | -100 | -80 | -68 | -71 |
| H | 1723006027.159 | 204.624 | 1.433 | 42.672 | -95 | -100 | -99 | -100 | -76 | -91 | -99 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006923.149
- **Target RSSI fingerprint:** [-88, -70, -91, -74, -100, -88, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.4721637351732,
85.97877979278564,
42.672000000000004
] | 8 |
25,340 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938134.148 | 9.340 | 78.600 | 30.480 | -64 | -76 | -79 | -73 | -100 | -64 | -46 | -59 |
| B | 1725937993.152 | 7.642 | 65.649 | 30.480 | -61 | -74 | -100 | -67 | -74 | -62 | -48 | -64 |
| C | 1725938350.149 | 36.510 | 7.591 | 30.480 | -100 | -95 | -98 | -88 | -95 | -90 | -82 | -89 |
| D | 1725938131.157 | 7.642 | 68.966 | 30.480 | -64 | -75 | -80 | -67 | -100 | -60 | -47 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938256.136
- **Target RSSI fingerprint:** [-100, -83, -71, -84, -68, -83, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68010049272268,
10.231461524963379,
30.48
] | 4 |
41,246 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123109.148 | 82.361 | 52.206 | 60.960 | -79 | -79 | -78 | -83 | -73 | -78 | -73 | -63 |
| B | 1724123287.135 | 72.172 | 46.420 | 60.960 | -80 | -82 | -80 | -83 | -79 | -77 | -68 | -63 |
| C | 1724123504.132 | 55.191 | 69.404 | 60.960 | -100 | -80 | -78 | -80 | -78 | -71 | -77 | -66 |
| D | 1724123382.132 | 50.945 | 56.585 | 60.960 | -68 | -74 | -81 | -79 | -75 | -77 | -81 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123185.131
- **Target RSSI fingerprint:** [-100, -82, -73, -81, -75, -76, -67, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.55035643881033,
31.15884780883789,
60.96
] | 4 |
8,933 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828722.175 | 108.680 | 82.077 | 42.672 | -97 | -90 | -85 | -84 | -83 | -85 | -75 | -85 |
| B | 1722828803.137 | 105.284 | 88.407 | 42.672 | -96 | -74 | -89 | -82 | -80 | -89 | -75 | -72 |
| C | 1722828768.164 | 16.981 | 46.420 | 42.672 | -79 | -87 | -85 | -89 | -88 | -75 | -73 | -84 |
| D | 1722828682.146 | 40.755 | 85.846 | 42.672 | -90 | -83 | -82 | -87 | -85 | -78 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828651.141
- **Target RSSI fingerprint:** [-75, -84, -84, -83, -81, -71, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375173463415,
33.70676040649414,
42.672000000000004
] | 4 |
28,478 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943371.188 | 59.435 | 44.257 | 60.960 | -70 | -81 | -78 | -72 | -69 | -78 | -72 | -62 |
| B | 1725943466.153 | 101.888 | 21.684 | 60.960 | -79 | -71 | -77 | -78 | -82 | -77 | -74 | -78 |
| C | 1725943206.172 | 7.642 | 55.205 | 60.960 | -78 | -76 | -77 | -72 | -73 | -70 | -70 | -72 |
| D | 1725943406.187 | 5.943 | 48.025 | 60.960 | -79 | -76 | -74 | -73 | -72 | -65 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942989.159
- **Target RSSI fingerprint:** [-77, -74, -78, -74, -76, -75, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.92483578920606,
13.801193237304688,
60.96
] | 4 |
26,767 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937751.153 | 77.265 | 29.991 | 30.480 | -100 | -71 | -67 | -79 | -76 | -59 | -70 | -63 |
| B | 1725937719.154 | 73.020 | 77.273 | 30.480 | -78 | -78 | -78 | -82 | -82 | -68 | -80 | -75 |
| C | 1725937982.154 | 48.397 | 44.628 | 30.480 | -77 | -69 | -74 | -77 | -72 | -62 | -67 | -60 |
| D | 1725938132.151 | 7.642 | 70.970 | 30.480 | -75 | -100 | -100 | -79 | -60 | -66 | -47 | -58 |
| E | 1725937644.165 | 50.944 | 14.544 | 30.480 | -86 | -80 | -77 | -81 | -83 | -77 | -81 | -69 |
| F | 1725938063.161 | 101.039 | 42.160 | 30.480 | -81 | -72 | -75 | -84 | -80 | -65 | -77 | -75 |
| G | 1725937725.135 | 95.096 | 57.580 | 30.480 | -83 | -79 | -80 | -85 | -82 | -66 | -77 | -78 |
| H | 1725937754.148 | 63.680 | 35.857 | 30.480 | -85 | -73 | -74 | -83 | -81 | -60 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938344.172
- **Target RSSI fingerprint:** [-94, -93, -89, -93, -93, -100, -91, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15153634162106,
7.351789474487305,
30.48
] | 8 |
37,384 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690129.149 | 131.608 | 68.143 | 42.672 | -75 | -77 | -85 | -85 | -88 | -100 | -80 | -73 |
| B | 1723690180.124 | 229.253 | 101.200 | 42.672 | -79 | -86 | -86 | -86 | -80 | -80 | -100 | -86 |
| C | 1723689863.130 | 186.799 | 62.464 | 42.672 | -74 | -83 | -100 | -100 | -73 | -84 | -79 | -78 |
| D | 1723689953.147 | 155.383 | 49.618 | 42.672 | -100 | -85 | -100 | -75 | -74 | -77 | -76 | -72 |
| E | 1723689795.153 | 213.970 | 61.084 | 42.672 | -82 | -77 | -84 | -89 | -85 | -84 | -76 | -74 |
| F | 1723690218.162 | 158.779 | 0.664 | 42.672 | -100 | -85 | -89 | -83 | -84 | -89 | -71 | -79 |
| G | 1723690240.172 | 58.587 | 46.685 | 42.672 | -100 | -100 | -68 | -83 | -85 | -83 | -70 | -73 |
| H | 1723689566.953 | 15.284 | 74.672 | 42.672 | -100 | -100 | -70 | -100 | -100 | -100 | -88 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689610.162
- **Target RSSI fingerprint:** [-100, -79, -86, -77, -84, -77, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637572476557,
15.51307201385498,
42.672000000000004
] | 8 |
8,276 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838750.195 | 11.038 | 126.971 | 51.816 | -84 | -88 | -86 | -75 | -79 | -82 | -80 | -82 |
| B | 1722838844.171 | 50.944 | 157.957 | 51.816 | -86 | -78 | -87 | -77 | -80 | -75 | -74 | -72 |
| C | 1722839105.170 | 118.020 | 152.609 | 51.816 | -81 | -80 | -74 | -86 | -75 | -79 | -82 | -75 |
| D | 1722839300.165 | 97.642 | 140.573 | 51.816 | -84 | -89 | -88 | -85 | -78 | -76 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839161.148
- **Target RSSI fingerprint:** [-100, -85, -100, -76, -76, -84, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037813222627223,
122.79080867767334,
51.816
] | 4 |
37,634 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691479.149 | 140.948 | 22.374 | 51.816 | -80 | -85 | -77 | -81 | -76 | -79 | -74 | -68 |
| B | 1723691374.149 | 172.364 | 109.905 | 51.816 | -85 | -81 | -81 | -75 | -77 | -85 | -81 | -80 |
| C | 1723691594.154 | 124.816 | 63.990 | 51.816 | -85 | -100 | -87 | -79 | -82 | -75 | -81 | -80 |
| D | 1723691495.145 | 123.117 | 68.661 | 51.816 | -80 | -88 | -100 | -75 | -75 | -77 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691624.138
- **Target RSSI fingerprint:** [-81, -71, -82, -80, -73, -74, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
201.2333608414509,
99.02356147766113,
51.816
] | 4 |
42,890 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691429.152 | 219.064 | 113.807 | 51.816 | -75 | -76 | -80 | -79 | -79 | -78 | -79 | -77 |
| B | 1723691264.132 | 132.457 | 25.094 | 51.816 | -100 | -100 | -100 | -82 | -100 | -75 | -83 | -73 |
| C | 1723691304.140 | 157.081 | 105.566 | 51.816 | -73 | -84 | -100 | -81 | -80 | -78 | -77 | -76 |
| D | 1723691391.134 | 123.117 | 65.834 | 51.816 | -78 | -82 | -75 | -82 | -83 | -74 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691577.136
- **Target RSSI fingerprint:** [-77, -83, -77, -82, -83, -79, -73, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
165.57175259106717,
102.79234886169434,
51.816
] | 4 |
33,401 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693553.166 | 219.913 | 95.971 | 60.960 | -83 | -72 | -78 | -77 | -82 | -66 | -73 | -71 |
| B | 1723693081.142 | 145.194 | 18.884 | 60.960 | -79 | -71 | -78 | -79 | -80 | -70 | -69 | -62 |
| C | 1723693659.147 | 188.497 | 41.178 | 60.960 | -80 | -80 | -82 | -83 | -72 | -82 | -74 | -82 |
| D | 1723693046.158 | 42.454 | 55.974 | 60.960 | -100 | -100 | -100 | -100 | -83 | -100 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723692880.146
- **Target RSSI fingerprint:** [-100, -100, -83, -100, -100, -96, -93, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547257655611486,
67.47987270355225,
60.96
] | 4 |
4,851 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010571.142 | 196.133 | 1.048 | 60.960 | -96 | -96 | -102 | -102 | -92 | -91 | -100 | -94 |
| B | 1723009757.157 | 206.322 | 10.019 | 60.960 | -73 | -71 | -100 | -79 | -80 | -76 | -79 | -63 |
| C | 1723010208.148 | 29.717 | 84.174 | 60.960 | -90 | -87 | -87 | -81 | -74 | -71 | -73 | -84 |
| D | 1723010446.159 | 105.284 | 86.921 | 60.960 | -83 | -83 | -69 | -86 | -76 | -70 | -84 | -73 |
| E | 1723009790.157 | 141.793 | 60.393 | 60.960 | -77 | -75 | -77 | -74 | -77 | -70 | -75 | -74 |
| F | 1723010426.149 | 6.792 | 84.360 | 60.960 | -88 | -87 | -85 | -85 | -81 | -87 | -73 | -84 |
| G | 1723010347.144 | 85.755 | 8.201 | 60.960 | -83 | -87 | -80 | -83 | -74 | -77 | -72 | -65 |
| H | 1723010058.142 | 80.661 | 51.489 | 60.960 | -87 | -85 | -81 | -81 | -84 | -86 | -70 | -84 |
| I | 1723010432.155 | 35.661 | 84.745 | 60.960 | -88 | -85 | -82 | -81 | -73 | -70 | -71 | -82 |
| J | 1723009905.170 | 122.265 | 6.980 | 60.960 | -80 | -85 | -78 | -76 | -73 | -73 | -75 | -64 |
| K | 1723009852.150 | 40.755 | 84.705 | 60.960 | -80 | -82 | -70 | -74 | -100 | -100 | -72 | -78 |
| L | 1723010359.144 | 144.341 | 10.338 | 60.960 | -83 | -84 | -100 | -83 | -75 | -74 | -82 | -61 |
| M | 1723010317.160 | 1.698 | 79.463 | 60.960 | -80 | -76 | -81 | -71 | -78 | -76 | -73 | -82 |
| N | 1723010126.145 | 98.491 | 11.028 | 60.960 | -85 | -89 | -80 | -85 | -76 | -77 | -74 | -69 |
| O | 1723010260.148 | 142.642 | 5.255 | 60.960 | -77 | -73 | -100 | -68 | -85 | -92 | -87 | -61 |
| P | 1723010225.156 | 112.925 | 87.067 | 60.960 | -85 | -83 | -71 | -84 | -77 | -70 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009988.154
- **Target RSSI fingerprint:** [-83, -86, -69, -83, -74, -68, -74, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189043973981946,
85.8858871459961,
60.96
] | 16 |
34,488 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123447.139 | 109.532 | 46.937 | 60.960 | -75 | -81 | -88 | -83 | -78 | -79 | -74 | -78 |
| B | 1724123133.152 | 10.189 | 38.829 | 60.960 | -82 | -78 | -80 | -71 | -72 | -79 | -81 | -67 |
| C | 1724123064.139 | 33.114 | 4.618 | 60.960 | -74 | -72 | -78 | -71 | -100 | -75 | -76 | -76 |
| D | 1724123460.139 | 92.550 | 55.948 | 60.960 | -77 | -77 | -75 | -84 | -79 | -75 | -70 | -61 |
| E | 1724123509.149 | 78.116 | 81.507 | 60.960 | -100 | -82 | -77 | -83 | -79 | -75 | -74 | -67 |
| F | 1724123203.137 | 53.492 | 50.932 | 60.960 | -79 | -80 | -79 | -82 | -70 | -79 | -79 | -66 |
| G | 1724123123.147 | 21.227 | 21.405 | 60.960 | -100 | -83 | -81 | -82 | -84 | -80 | -81 | -65 |
| H | 1724123291.147 | 54.341 | 37.675 | 60.960 | -100 | -100 | -100 | -100 | -76 | -78 | -64 | -63 |
| I | 1724123238.123 | 30.567 | 0.650 | 60.960 | -77 | -78 | -100 | -73 | -87 | -76 | -81 | -77 |
| J | 1724123075.124 | 59.436 | 18.685 | 60.960 | -84 | -84 | -78 | -73 | -80 | -77 | -76 | -67 |
| K | 1724123549.128 | 70.474 | 26.382 | 60.960 | -80 | -82 | -83 | -79 | -79 | -100 | -83 | -85 |
| L | 1724123191.130 | 73.021 | 19.481 | 60.960 | -76 | -100 | -78 | -100 | -78 | -76 | -66 | -62 |
| M | 1724123540.148 | 84.059 | 27.642 | 60.960 | -78 | -100 | -74 | -100 | -100 | -100 | -66 | -62 |
| N | 1724123550.148 | 68.776 | 30.389 | 60.960 | -81 | -81 | -85 | -75 | -71 | -100 | -72 | -68 |
| O | 1724123378.134 | 60.285 | 39.373 | 60.960 | -84 | -83 | -81 | -79 | -73 | -79 | -77 | -66 |
| P | 1724123502.142 | 45.851 | 64.361 | 60.960 | -100 | -81 | -80 | -77 | -100 | -74 | -78 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123523.147
- **Target RSSI fingerprint:** [-72, -75, -79, -82, -79, -78, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43755818324468,
64.90541934967041,
60.96
] | 16 |
42,046 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128639.147 | 84.909 | 47.933 | 51.816 | -86 | -74 | -100 | -87 | -79 | -79 | -77 | -67 |
| B | 1724129066.133 | 2.547 | 116.647 | 51.816 | -100 | -100 | -97 | -100 | -96 | -100 | -77 | -91 |
| C | 1724128948.141 | 107.834 | 26.541 | 51.816 | -78 | -81 | -81 | -85 | -83 | -79 | -100 | -75 |
| D | 1724128667.141 | 139.250 | 51.117 | 51.816 | -83 | -100 | -67 | -73 | -77 | -82 | -77 | -67 |
| E | 1724128633.140 | 70.474 | 77.194 | 51.816 | -83 | -77 | -100 | -82 | -76 | -85 | -83 | -79 |
| F | 1724128604.125 | 43.303 | 25.731 | 51.816 | -82 | -83 | -67 | -71 | -82 | -78 | -66 | -77 |
| G | 1724128974.124 | 39.058 | 36.016 | 51.816 | -81 | -78 | -78 | -83 | -80 | -77 | -65 | -74 |
| H | 1724128414.130 | 52.643 | 0.690 | 51.816 | -100 | -83 | -65 | -71 | -84 | -79 | -86 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128634.133
- **Target RSSI fingerprint:** [-85, -76, -100, -87, -75, -76, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.02139633155372,
73.71695041656494,
51.816
] | 8 |
24,732 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939765.142 | 53.491 | 93.490 | 42.672 | -100 | -74 | -73 | -78 | -100 | -100 | -100 | -65 |
| B | 1725939528.185 | 5.094 | 40.276 | 42.672 | -70 | -73 | -68 | -62 | -75 | -73 | -74 | -73 |
| C | 1725939534.167 | 11.038 | 70.784 | 42.672 | -73 | -72 | -69 | -54 | -77 | -78 | -75 | -70 |
| D | 1725939215.143 | 46.699 | 16.482 | 42.672 | -100 | -100 | -100 | -71 | -73 | -65 | -74 | -100 |
| E | 1725939315.154 | 4.245 | 22.347 | 42.672 | -61 | -73 | -70 | -78 | -68 | -64 | -60 | -77 |
| F | 1725939566.159 | 77.265 | 75.774 | 42.672 | -77 | -76 | -75 | -84 | -77 | -78 | -76 | -66 |
| G | 1725939281.132 | 65.378 | 80.724 | 42.672 | -73 | -76 | -81 | -85 | -74 | -74 | -76 | -66 |
| H | 1725939579.150 | 104.435 | 50.427 | 42.672 | -80 | -71 | -77 | -100 | -76 | -78 | -79 | -59 |
| I | 1725939537.140 | 14.434 | 86.457 | 42.672 | -80 | -75 | -70 | -56 | -77 | -79 | -79 | -66 |
| J | 1725939965.140 | 33.963 | 11.028 | 42.672 | -100 | -100 | -100 | -84 | -81 | -75 | -82 | -100 |
| K | 1725939553.159 | 29.717 | 117.947 | 42.672 | -73 | -75 | -70 | -80 | -77 | -77 | -73 | -70 |
| L | 1725939695.152 | 60.284 | 58.575 | 42.672 | -73 | -76 | -75 | -78 | -71 | -74 | -68 | -61 |
| M | 1725939436.171 | 33.114 | 19.335 | 42.672 | -75 | -100 | -77 | -80 | -78 | -78 | -74 | -78 |
| N | 1725939711.150 | 46.699 | 12.222 | 42.672 | -76 | -71 | -74 | -83 | -76 | -73 | -70 | -79 |
| O | 1725939827.147 | 4.245 | 51.184 | 42.672 | -69 | -70 | -78 | -79 | -72 | -74 | -75 | -63 |
| P | 1725939425.182 | 1.698 | 24.152 | 42.672 | -75 | -74 | -80 | -72 | -77 | -71 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939510.143
- **Target RSSI fingerprint:** [-77, -71, -76, -83, -77, -74, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05712895776632,
14.769930839538574,
42.672000000000004
] | 16 |
4,575 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008258.158 | 48.397 | 5.720 | 51.816 | -100 | -69 | -86 | -71 | -82 | -81 | -74 | -82 |
| B | 1723008403.136 | 160.473 | 7.086 | 51.816 | -82 | -80 | -75 | -80 | -77 | -79 | -82 | -79 |
| C | 1723008282.161 | 142.642 | 8.891 | 51.816 | -77 | -84 | -87 | -80 | -72 | -81 | -68 | -71 |
| D | 1723008401.153 | 161.322 | 7.883 | 51.816 | -82 | -82 | -72 | -84 | -73 | -77 | -81 | -71 |
| E | 1723008415.131 | 104.435 | 1.221 | 51.816 | -79 | -76 | -76 | -81 | -86 | -82 | -76 | -91 |
| F | 1723008705.134 | 211.416 | 2.428 | 51.816 | -100 | -102 | -98 | -100 | -93 | -104 | -96 | -89 |
| G | 1723008495.160 | 90.850 | 9.276 | 51.816 | -76 | -83 | -82 | -73 | -71 | -100 | -100 | -77 |
| H | 1723008499.187 | 108.680 | 9.966 | 51.816 | -80 | -84 | -83 | -82 | -72 | -77 | -79 | -73 |
| I | 1723008595.168 | 110.378 | 87.717 | 51.816 | -80 | -87 | -85 | -85 | -77 | -66 | -77 | -72 |
| J | 1723008201.139 | 89.152 | 24.590 | 51.816 | -81 | -89 | -87 | -69 | -81 | -78 | -77 | -81 |
| K | 1723007827.159 | 203.775 | 2.216 | 51.816 | -100 | -96 | -94 | -100 | -83 | -100 | -75 | -79 |
| L | 1723008515.155 | 155.378 | 11.227 | 51.816 | -89 | -89 | -83 | -82 | -85 | -78 | -77 | -86 |
| M | 1723008183.136 | 140.944 | 4.777 | 51.816 | -80 | -70 | -76 | -86 | -83 | -83 | -71 | -88 |
| N | 1723007983.171 | 76.416 | 61.216 | 51.816 | -88 | -81 | -87 | -73 | -82 | -69 | -80 | -81 |
| O | 1723008000.251 | 39.057 | 82.913 | 51.816 | -80 | -76 | -80 | -72 | -100 | -70 | -79 | -88 |
| P | 1723008505.134 | 138.397 | 9.833 | 51.816 | -77 | -85 | -85 | -86 | -73 | -81 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008157.150
- **Target RSSI fingerprint:** [-76, -80, -71, -82, -79, -62, -100, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.84995362139577,
85.34180164337158,
51.816
] | 16 |
25,764 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943159.157 | 65.378 | 72.456 | 60.960 | -80 | -76 | -85 | -75 | -67 | -72 | -75 | -83 |
| B | 1725943163.167 | 65.378 | 69.046 | 60.960 | -84 | -82 | -81 | -76 | -75 | -75 | -79 | -71 |
| C | 1725943182.143 | 52.642 | 9.740 | 60.960 | -81 | -84 | -82 | -81 | -78 | -76 | -74 | -81 |
| D | 1725943529.176 | 100.190 | 2.030 | 60.960 | -82 | -86 | -79 | -75 | -75 | -74 | -72 | -67 |
| E | 1725943019.182 | 18.679 | 117.761 | 60.960 | -84 | -78 | -75 | -76 | -74 | -75 | -77 | -77 |
| F | 1725943058.153 | 103.586 | 21.153 | 60.960 | -71 | -75 | -73 | -72 | -79 | -77 | -77 | -59 |
| G | 1725943467.166 | 97.643 | 23.090 | 60.960 | -76 | -80 | -77 | -74 | -74 | -76 | -71 | -77 |
| H | 1725942950.161 | 93.397 | 50.640 | 60.960 | -100 | -100 | -84 | -72 | -77 | -77 | -76 | -84 |
| I | 1725943299.163 | 0.000 | 21.113 | 60.960 | -68 | -70 | -76 | -77 | -74 | -73 | -75 | -70 |
| J | 1725943099.150 | 0.849 | 22.944 | 60.960 | -69 | -69 | -73 | -79 | -75 | -72 | -72 | -69 |
| K | 1725943235.150 | 57.737 | 82.502 | 60.960 | -73 | -68 | -74 | -79 | -80 | -76 | -80 | -68 |
| L | 1725943535.160 | 99.341 | 2.203 | 60.960 | -83 | -85 | -75 | -74 | -74 | -74 | -66 | -70 |
| M | 1725943317.168 | 56.038 | 10.285 | 60.960 | -82 | -84 | -79 | -74 | -68 | -73 | -70 | -71 |
| N | 1725943176.169 | 54.340 | 13.045 | 60.960 | -73 | -76 | -74 | -78 | -78 | -79 | -73 | -65 |
| O | 1725942952.173 | 84.907 | 57.023 | 60.960 | -85 | -82 | -83 | -72 | -77 | -78 | -79 | -85 |
| P | 1725943204.159 | 5.943 | 45.239 | 60.960 | -78 | -70 | -73 | -77 | -77 | -69 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943055.152
- **Target RSSI fingerprint:** [-72, -73, -73, -74, -78, -80, -80, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536303971649,
33.7863826751709,
60.96
] | 16 |
30,554 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698410.160 | 83.210 | 22.706 | 51.816 | -79 | -82 | -84 | -74 | -81 | -76 | -75 | -64 |
| B | 1723697944.161 | 62.832 | 15.287 | 51.816 | -76 | -73 | -82 | -80 | -75 | -81 | -73 | -68 |
| C | 1723698073.148 | 61.134 | 62.291 | 51.816 | -76 | -76 | -78 | -78 | -74 | -80 | -68 | -68 |
| D | 1723698159.154 | 65.380 | 43.567 | 51.816 | -79 | -100 | -80 | -72 | -76 | -76 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698392.142
- **Target RSSI fingerprint:** [-77, -77, -73, -74, -78, -81, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293235174945,
58.6948823928833,
51.816
] | 4 |
44,025 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696815.134 | 85.758 | 83.404 | 42.672 | -81 | -82 | -72 | -74 | -100 | -68 | -74 | -74 |
| B | 1723696716.167 | 29.718 | 26.620 | 42.672 | -78 | -80 | -74 | -84 | -70 | -72 | -77 | -74 |
| C | 1723696559.160 | 69.625 | 17.411 | 42.672 | -85 | -83 | -69 | -74 | -80 | -71 | -69 | -69 |
| D | 1723696364.136 | 25.473 | 31.982 | 42.672 | -79 | -80 | -84 | -78 | -70 | -73 | -72 | -73 |
| E | 1723696599.161 | 58.587 | 37.635 | 42.672 | -75 | -77 | -81 | -78 | -74 | -76 | -100 | -61 |
| F | 1723696633.133 | 62.832 | 70.585 | 42.672 | -84 | -85 | -78 | -75 | -80 | -73 | -73 | -72 |
| G | 1723696589.146 | 101.890 | 59.345 | 42.672 | -79 | -86 | -81 | -80 | -80 | -80 | -74 | -79 |
| H | 1723696362.155 | 20.378 | 41.231 | 42.672 | -78 | -70 | -80 | -74 | -73 | -76 | -70 | -72 |
| I | 1723696917.152 | 14.434 | 60.486 | 42.672 | -74 | -77 | -82 | -100 | -73 | -73 | -74 | -73 |
| J | 1723696863.153 | 64.531 | 56.054 | 42.672 | -85 | -85 | -82 | -72 | -79 | -73 | -69 | -70 |
| K | 1723696497.149 | 94.249 | 26.368 | 42.672 | -81 | -81 | -80 | -79 | -75 | -82 | -72 | -60 |
| L | 1723696734.156 | 67.078 | 14.000 | 42.672 | -100 | -100 | -69 | -70 | -74 | -71 | -68 | -68 |
| M | 1723696535.174 | 21.227 | 47.043 | 42.672 | -86 | -77 | -78 | -74 | -79 | -77 | -75 | -77 |
| N | 1723696771.149 | 81.512 | 46.977 | 42.672 | -80 | -84 | -100 | -79 | -77 | -100 | -77 | -62 |
| O | 1723696469.146 | 97.645 | 88.898 | 42.672 | -86 | -87 | -69 | -71 | -82 | -66 | -74 | -84 |
| P | 1723696912.166 | 25.473 | 38.617 | 42.672 | -79 | -75 | -75 | -100 | -71 | -72 | -76 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696448.150
- **Target RSSI fingerprint:** [-80, -72, -89, -72, -78, -81, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52897433681927,
47.99895763397217,
42.672000000000004
] | 16 |
1,020 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004782.155 | 106.133 | 92.083 | 60.960 | -86 | -87 | -86 | -84 | -83 | -87 | -70 | -64 |
| B | 1723004405.148 | 70.472 | 53.772 | 60.960 | -86 | -85 | -85 | -82 | -76 | -78 | -76 | -79 |
| C | 1723004385.130 | 100.189 | 9.621 | 60.960 | -83 | -87 | -76 | -77 | -77 | -68 | -86 | -68 |
| D | 1723004734.175 | 49.246 | 46.194 | 60.960 | -81 | -85 | -77 | -69 | -82 | -69 | -85 | -67 |
| E | 1723004784.159 | 116.322 | 92.402 | 60.960 | -82 | -81 | -81 | -84 | -77 | -84 | -68 | -62 |
| F | 1723004777.151 | 81.510 | 91.353 | 60.960 | -80 | -81 | -84 | -85 | -76 | -77 | -69 | -73 |
| G | 1723004450.142 | 18.679 | 25.413 | 60.960 | -82 | -75 | -80 | -76 | -80 | -82 | -72 | -76 |
| H | 1723005022.149 | 105.284 | 50.958 | 60.960 | -86 | -82 | -84 | -81 | -79 | -86 | -72 | -67 |
| I | 1723004581.148 | 129.907 | 57.248 | 60.960 | -81 | -81 | -83 | -82 | -67 | -82 | -71 | -100 |
| J | 1723004952.131 | 54.340 | 44.854 | 60.960 | -82 | -88 | -77 | -69 | -84 | -69 | -89 | -69 |
| K | 1723004188.166 | 68.774 | 0.372 | 60.960 | -100 | -87 | -78 | -82 | -100 | -81 | -81 | -66 |
| L | 1723004909.148 | 89.152 | 13.098 | 60.960 | -81 | -79 | -77 | -74 | -77 | -68 | -71 | -60 |
| M | 1723004814.161 | 135.001 | 9.820 | 60.960 | -85 | -84 | -79 | -85 | -72 | -76 | -81 | -80 |
| N | 1723004903.149 | 59.434 | 12.156 | 60.960 | -84 | -76 | -76 | -74 | -76 | -75 | -72 | -58 |
| O | 1723004785.135 | 121.416 | 92.495 | 60.960 | -82 | -82 | -84 | -83 | -78 | -85 | -68 | -61 |
| P | 1723004672.138 | 19.528 | 9.740 | 60.960 | -83 | -72 | -76 | -74 | -85 | -76 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004924.146
- **Target RSSI fingerprint:** [-87, -88, -76, -84, -75, -77, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60464334872333,
13.748111724853516,
60.96
] | 16 |
36,262 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690040.149 | 135.005 | 75.217 | 42.672 | -84 | -81 | -85 | -82 | -84 | -80 | -75 | -80 |
| B | 1723690011.150 | 157.081 | 2.760 | 42.672 | -86 | -100 | -89 | -100 | -81 | -79 | -89 | -81 |
| C | 1723689926.156 | 144.345 | 80.896 | 42.672 | -100 | -77 | -86 | -78 | -78 | -76 | -90 | -75 |
| D | 1723690240.172 | 58.587 | 46.685 | 42.672 | -68 | -100 | -83 | -77 | -100 | -70 | -85 | -73 |
| E | 1723689901.150 | 210.573 | 130.196 | 42.672 | -100 | -84 | -86 | -75 | -66 | -82 | -77 | -72 |
| F | 1723689596.164 | 87.456 | 44.960 | 42.672 | -72 | -76 | -84 | -73 | -81 | -71 | -80 | -77 |
| G | 1723689677.144 | 209.724 | 60.433 | 42.672 | -85 | -90 | -85 | -100 | -82 | -78 | -76 | -80 |
| H | 1723690180.124 | 229.253 | 101.200 | 42.672 | -86 | -81 | -86 | -87 | -86 | -100 | -80 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689333.149
- **Target RSSI fingerprint:** [-94, -100, -94, -91, -100, -95, -95, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736288468555774,
70.18702983856201,
42.672000000000004
] | 8 |
10,873 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000046.158 | 43.302 | 14.093 | 42.672 | -82 | -86 | -88 | -74 | -80 | -89 | -70 | -70 |
| B | 1722999912.137 | 38.208 | 92.932 | 42.672 | -82 | -79 | -82 | -78 | -86 | -89 | -68 | -82 |
| C | 1722999601.141 | 76.416 | 11.917 | 42.672 | -85 | -89 | -84 | -74 | -79 | -85 | -69 | -68 |
| D | 1722999970.142 | 87.453 | 12.487 | 42.672 | -86 | -77 | -82 | -89 | -84 | -84 | -91 | -71 |
| E | 1723000072.162 | 137.548 | 25.599 | 42.672 | -81 | -85 | -75 | -77 | -81 | -71 | -69 | -78 |
| F | 1722999697.168 | 90.850 | 95.242 | 42.672 | -82 | -87 | -87 | -83 | -74 | -87 | -67 | -100 |
| G | 1723000115.154 | 11.887 | 48.915 | 42.672 | -90 | -90 | -91 | -89 | -90 | -89 | -87 | -83 |
| H | 1722999723.140 | 139.246 | 45.650 | 42.672 | -83 | -84 | -76 | -87 | -78 | -69 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999883.143
- **Target RSSI fingerprint:** [-90, -85, -83, -87, -87, -80, -90, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244556131927,
47.229275703430176,
42.672000000000004
] | 8 |
5,562 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010475.161 | 187.643 | 28.704 | 60.960 | -85 | -83 | -83 | -71 | -82 | -77 | -82 | -65 |
| B | 1723010438.160 | 65.378 | 86.165 | 60.960 | -100 | -83 | -85 | -70 | -81 | -59 | -73 | -73 |
| C | 1723010057.163 | 82.359 | 46.871 | 60.960 | -83 | -74 | -76 | -82 | -73 | -68 | -68 | -80 |
| D | 1723010298.150 | 61.132 | 85.037 | 60.960 | -80 | -84 | -76 | -81 | -74 | -68 | -78 | -73 |
| E | 1723010237.145 | 133.303 | 76.411 | 60.960 | -73 | -84 | -84 | -74 | -76 | -78 | -84 | -80 |
| F | 1723010151.169 | 146.039 | 36.321 | 60.960 | -88 | -85 | -82 | -82 | -81 | -78 | -76 | -70 |
| G | 1723009806.149 | 155.378 | 6.609 | 60.960 | -82 | -79 | -74 | -82 | -77 | -100 | -78 | -67 |
| H | 1723009838.152 | 72.170 | 73.266 | 60.960 | -82 | -84 | -76 | -81 | -78 | -67 | -68 | -75 |
| I | 1723010235.143 | 129.907 | 85.262 | 60.960 | -72 | -82 | -81 | -73 | -73 | -77 | -79 | -77 |
| J | 1723009918.152 | 151.982 | 10.776 | 60.960 | -81 | -87 | -88 | -86 | -88 | -100 | -85 | -68 |
| K | 1723010054.147 | 87.453 | 33.932 | 60.960 | -86 | -83 | -81 | -83 | -79 | -77 | -69 | -78 |
| L | 1723010082.161 | 14.434 | 83.802 | 60.960 | -81 | -80 | -82 | -81 | -74 | -75 | -71 | -79 |
| M | 1723010168.147 | 88.302 | 42.890 | 60.960 | -76 | -73 | -73 | -83 | -70 | -79 | -80 | -66 |
| N | 1723010036.148 | 132.454 | 7.352 | 60.960 | -82 | -76 | -78 | -89 | -69 | -100 | -88 | -66 |
| O | 1723010370.160 | 151.133 | 20.569 | 60.960 | -78 | -79 | -77 | -90 | -81 | -70 | -76 | -70 |
| P | 1723010433.151 | 40.755 | 84.997 | 60.960 | -83 | -87 | -89 | -73 | -84 | -73 | -73 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010210.143
- **Target RSSI fingerprint:** [-79, -85, -87, -71, -81, -66, -73, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592410426387,
84.49249744415283,
60.96
] | 16 |
36,901 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691254.133 | 86.607 | 45.133 | 51.816 | -100 | -100 | -100 | -77 | -100 | -77 | -74 | -75 |
| B | 1723691561.154 | 203.781 | 138.702 | 51.816 | -78 | -66 | -69 | -68 | -81 | -84 | -78 | -76 |
| C | 1723691608.150 | 142.646 | 44.270 | 51.816 | -100 | -86 | -84 | -76 | -77 | -76 | -80 | -81 |
| D | 1723691238.158 | 15.284 | 76.490 | 51.816 | -100 | -100 | -100 | -78 | -78 | -86 | -78 | -78 |
| E | 1723691824.154 | 201.233 | 100.550 | 51.816 | -81 | -71 | -77 | -71 | -74 | -77 | -78 | -78 |
| F | 1723691559.148 | 205.479 | 136.234 | 51.816 | -80 | -66 | -71 | -69 | -79 | -79 | -100 | -77 |
| G | 1723691395.143 | 127.363 | 60.194 | 51.816 | -77 | -100 | -86 | -100 | -76 | -73 | -75 | -76 |
| H | 1723691543.152 | 227.555 | 92.720 | 51.816 | -80 | -69 | -75 | -75 | -79 | -80 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691628.159
- **Target RSSI fingerprint:** [-80, -70, -76, -75, -76, -79, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
215.66782132374905,
112.41337299346924,
51.816
] | 8 |
7,021 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008413.132 | 112.925 | 1.632 | 51.816 | -77 | -75 | -89 | -76 | -86 | -82 | -86 | -83 |
| B | 1723008078.177 | 144.341 | 42.983 | 51.816 | -87 | -74 | -86 | -81 | -84 | -80 | -86 | -82 |
| C | 1723008046.158 | 88.302 | 8.493 | 51.816 | -83 | -82 | -74 | -81 | -71 | -69 | -71 | -72 |
| D | 1723008029.154 | 41.604 | 15.832 | 51.816 | -82 | -75 | -77 | -69 | -72 | -100 | -76 | -68 |
| E | 1723008119.156 | 2.547 | 82.754 | 51.816 | -77 | -81 | -79 | -77 | -76 | -80 | -64 | -84 |
| F | 1723008140.146 | 81.510 | 88.235 | 51.816 | -84 | -87 | -70 | -84 | -75 | -79 | -83 | -70 |
| G | 1723008429.154 | 83.208 | 44.907 | 51.816 | -83 | -87 | -82 | -86 | -84 | -78 | -75 | -71 |
| H | 1723008256.167 | 46.698 | 9.090 | 51.816 | -82 | -74 | -80 | -69 | -77 | -100 | -70 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008188.166
- **Target RSSI fingerprint:** [-76, -75, -90, -76, -85, -80, -84, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92527394778524,
1.9507455825805664,
51.816
] | 8 |
13,725 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008023.159 | 25.472 | 41.510 | 51.816 | -82 | -77 | -69 | -74 | -67 | -72 | -78 | -68 |
| B | 1723008627.161 | 201.228 | 13.270 | 51.816 | -83 | -73 | -83 | -75 | -80 | -84 | -72 | -80 |
| C | 1723008496.163 | 95.095 | 9.621 | 51.816 | -81 | -76 | -85 | -75 | -85 | -75 | -74 | -81 |
| D | 1723008533.149 | 121.416 | 43.673 | 51.816 | -85 | -100 | -78 | -86 | -78 | -87 | -75 | -83 |
| E | 1723007972.164 | 98.491 | 2.004 | 51.816 | -82 | -82 | -91 | -79 | -89 | -68 | -76 | -77 |
| F | 1723008180.151 | 157.077 | 6.635 | 51.816 | -86 | -85 | -74 | -86 | -79 | -84 | -71 | -81 |
| G | 1723008210.265 | 72.170 | 71.196 | 51.816 | -83 | -81 | -82 | -86 | -88 | -78 | -82 | -70 |
| H | 1723008298.170 | 146.039 | 38.683 | 51.816 | -88 | -89 | -85 | -84 | -81 | -82 | -71 | -73 |
| I | 1723008611.133 | 144.341 | 74.102 | 51.816 | -77 | -69 | -83 | -77 | -87 | -83 | -81 | -82 |
| J | 1723007978.147 | 84.906 | 36.003 | 51.816 | -84 | -81 | -85 | -81 | -86 | -70 | -81 | -83 |
| K | 1723008212.152 | 68.774 | 80.405 | 51.816 | -76 | -86 | -79 | -83 | -80 | -76 | -76 | -78 |
| L | 1723008014.172 | 3.396 | 78.627 | 51.816 | -81 | -79 | -84 | -77 | -78 | -86 | -80 | -72 |
| M | 1723008245.149 | 18.679 | 56.054 | 51.816 | -80 | -76 | -68 | -76 | -69 | -73 | -77 | -71 |
| N | 1723008086.169 | 111.227 | 42.107 | 51.816 | -89 | -90 | -72 | -87 | -78 | -86 | -77 | -82 |
| O | 1723008270.155 | 83.208 | 8.148 | 51.816 | -81 | -75 | -81 | -72 | -82 | -70 | -68 | -79 |
| P | 1723008546.150 | 57.736 | 40.422 | 51.816 | -84 | -100 | -84 | -86 | -75 | -76 | -79 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008253.154
- **Target RSSI fingerprint:** [-76, -76, -90, -73, -66, -78, -100, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.056861666151285,
21.219334602355957,
51.816
] | 16 |
28,050 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937999.164 | 5.943 | 59.611 | 30.480 | -77 | -80 | -86 | -73 | -71 | -62 | -68 | -62 |
| B | 1725938099.144 | 54.340 | 7.909 | 30.480 | -81 | -83 | -83 | -77 | -85 | -79 | -84 | -67 |
| C | 1725937686.156 | 11.887 | 87.107 | 30.480 | -78 | -83 | -75 | -100 | -69 | -47 | -65 | -61 |
| D | 1725937917.150 | 15.283 | 113.993 | 30.480 | -69 | -70 | -71 | -73 | -66 | -50 | -68 | -65 |
| E | 1725938212.158 | 27.170 | 55.364 | 30.480 | -63 | -64 | -64 | -70 | -63 | -61 | -62 | -59 |
| F | 1725938232.178 | 0.000 | 23.290 | 30.480 | -71 | -66 | -64 | -100 | -78 | -73 | -100 | -58 |
| G | 1725938343.174 | 45.001 | 8.095 | 30.480 | -94 | -92 | -92 | -86 | -96 | -87 | -100 | -84 |
| H | 1725938226.146 | 3.396 | 46.234 | 30.480 | -74 | -75 | -79 | -72 | -71 | -64 | -70 | -66 |
| I | 1725938179.135 | 107.832 | 46.128 | 30.480 | -82 | -79 | -81 | -80 | -76 | -72 | -63 | -79 |
| J | 1725938070.138 | 81.511 | 58.907 | 30.480 | -81 | -79 | -82 | -65 | -76 | -70 | -72 | -69 |
| K | 1725937727.158 | 101.888 | 51.144 | 30.480 | -80 | -80 | -81 | -81 | -76 | -72 | -64 | -78 |
| L | 1725937986.141 | 30.566 | 53.851 | 30.480 | -65 | -66 | -63 | -74 | -66 | -65 | -64 | -60 |
| M | 1725938198.145 | 90.850 | 24.444 | 30.480 | -88 | -82 | -84 | -76 | -85 | -82 | -60 | -70 |
| N | 1725937608.154 | 97.643 | 34.928 | 30.480 | -86 | -84 | -82 | -76 | -85 | -79 | -63 | -70 |
| O | 1725937976.167 | 76.416 | 31.809 | 30.480 | -100 | -84 | -84 | -80 | -85 | -82 | -60 | -78 |
| P | 1725938168.158 | 72.171 | 79.529 | 30.480 | -82 | -81 | -79 | -75 | -83 | -82 | -68 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937717.149
- **Target RSSI fingerprint:** [-80, -83, -77, -68, -83, -83, -70, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07637251900123,
81.82515144348145,
30.48
] | 16 |
27,683 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943647.150 | 29.717 | 1.685 | 60.960 | -81 | -100 | -100 | -82 | -100 | -79 | -78 | -100 |
| B | 1725943457.154 | 106.133 | 35.512 | 60.960 | -83 | -73 | -74 | -78 | -77 | -71 | -77 | -60 |
| C | 1725943017.167 | 17.830 | 112.002 | 60.960 | -65 | -75 | -74 | -77 | -78 | -80 | -80 | -77 |
| D | 1725943098.141 | 1.698 | 26.673 | 60.960 | -77 | -73 | -68 | -76 | -72 | -78 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943212.160
- **Target RSSI fingerprint:** [-68, -74, -71, -76, -77, -79, -70, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736019882892256,
84.7446346282959,
60.96
] | 4 |
13,712 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006508.166 | 156.227 | 9.103 | 42.672 | -78 | -74 | -75 | -85 | -73 | -74 | -72 | -82 |
| B | 1723006881.140 | 58.585 | 39.453 | 42.672 | -100 | -92 | -87 | -80 | -89 | -84 | -78 | -67 |
| C | 1723006386.160 | 115.472 | 9.090 | 42.672 | -85 | -87 | -87 | -87 | -74 | -75 | -83 | -84 |
| D | 1723006688.268 | 21.227 | 80.976 | 42.672 | -64 | -80 | -83 | -81 | -67 | -68 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006292.158
- **Target RSSI fingerprint:** [-80, -70, -68, -77, -78, -78, -67, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.8877629660839,
5.374503135681152,
42.672000000000004
] | 4 |
23,461 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937579.142 | 57.737 | 11.014 | 30.480 | -83 | -82 | -78 | -75 | -100 | -78 | -74 | -69 |
| B | 1725938348.155 | 39.057 | 7.047 | 30.480 | -79 | -91 | -83 | -77 | -100 | -84 | -78 | -87 |
| C | 1725937674.142 | 6.793 | 55.324 | 30.480 | -64 | -60 | -64 | -70 | -69 | -57 | -49 | -58 |
| D | 1725937723.175 | 87.454 | 64.215 | 30.480 | -81 | -81 | -83 | -72 | -65 | -74 | -67 | -71 |
| E | 1725938228.146 | 2.547 | 37.794 | 30.480 | -80 | -74 | -75 | -70 | -79 | -72 | -62 | -61 |
| F | 1725937765.154 | 14.434 | 61.760 | 30.480 | -70 | -64 | -66 | -72 | -60 | -58 | -50 | -60 |
| G | 1725937626.137 | 61.982 | 76.544 | 30.480 | -78 | -79 | -79 | -80 | -68 | -82 | -84 | -77 |
| H | 1725937812.124 | 90.001 | 3.503 | 30.480 | -82 | -85 | -82 | -70 | -100 | -84 | -81 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937617.144
- **Target RSSI fingerprint:** [-83, -77, -77, -75, -71, -71, -68, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0012086963814,
47.3752498626709,
30.48
] | 8 |
11,157 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833606.150 | 97.642 | 31.716 | 60.960 | -100 | -81 | -100 | -71 | -80 | -80 | -78 | -82 |
| B | 1722833461.182 | 40.755 | 89.482 | 60.960 | -90 | -87 | -86 | -85 | -82 | -88 | -89 | -84 |
| C | 1722833589.150 | 123.114 | 70.001 | 60.960 | -85 | -80 | -80 | -85 | -81 | -79 | -79 | -86 |
| D | 1722833420.152 | 64.529 | 10.656 | 60.960 | -91 | -95 | -85 | -80 | -85 | -81 | -93 | -82 |
| E | 1722833465.161 | 56.038 | 75.601 | 60.960 | -81 | -86 | -89 | -88 | -72 | -86 | -77 | -86 |
| F | 1722833467.166 | 63.680 | 68.396 | 60.960 | -82 | -82 | -78 | -78 | -70 | -83 | -78 | -81 |
| G | 1722833518.142 | 73.868 | 121.424 | 60.960 | -91 | -94 | -89 | -87 | -93 | -84 | -92 | -92 |
| H | 1722833445.158 | 5.094 | 63.366 | 60.960 | -88 | -96 | -75 | -88 | -80 | -88 | -91 | -77 |
| I | 1722833725.162 | 43.302 | 95.281 | 60.960 | -91 | -83 | -88 | -77 | -86 | -85 | -84 | -78 |
| J | 1722833500.165 | 118.869 | 74.142 | 60.960 | -93 | -87 | -81 | -84 | -89 | -70 | -77 | -82 |
| K | 1722833719.176 | 66.227 | 115.399 | 60.960 | -78 | -81 | -100 | -100 | -85 | -100 | -83 | -79 |
| L | 1722833503.152 | 108.680 | 84.041 | 60.960 | -86 | -90 | -85 | -84 | -91 | -71 | -75 | -81 |
| M | 1722833657.182 | 40.755 | 90.159 | 60.960 | -92 | -85 | -87 | -84 | -78 | -82 | -85 | -84 |
| N | 1722833430.149 | 34.812 | 34.330 | 60.960 | -86 | -93 | -87 | -86 | -89 | -78 | -78 | -75 |
| O | 1722833564.164 | 51.793 | 48.278 | 60.960 | -83 | -93 | -90 | -86 | -79 | -85 | -78 | -77 |
| P | 1722833958.159 | 54.340 | 49.074 | 60.960 | -85 | -92 | -91 | -88 | -78 | -85 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833697.164
- **Target RSSI fingerprint:** [-87, -82, -83, -82, -90, -70, -78, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.7178204090427,
72.94726848602295,
60.96
] | 16 |
33,427 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693390.155 | 119.721 | 64.176 | 60.960 | -80 | -76 | -81 | -77 | -80 | -79 | -71 | -68 |
| B | 1723693079.148 | 150.288 | 10.019 | 60.960 | -81 | -79 | -79 | -71 | -70 | -69 | -81 | -62 |
| C | 1723693600.160 | 126.514 | 41.616 | 60.960 | -81 | -73 | -78 | -78 | -100 | -78 | -72 | -76 |
| D | 1723693238.156 | 219.913 | 98.798 | 60.960 | -79 | -72 | -82 | -86 | -80 | -100 | -79 | -82 |
| E | 1723693467.142 | 160.477 | 12.925 | 60.960 | -84 | -83 | -78 | -83 | -83 | -78 | -73 | -79 |
| F | 1723693169.149 | 200.384 | 128.869 | 60.960 | -72 | -80 | -76 | -79 | -78 | -79 | -80 | -79 |
| G | 1723693635.150 | 216.517 | 106.866 | 60.960 | -83 | -80 | -79 | -84 | -69 | -78 | -83 | -71 |
| H | 1723693427.139 | 202.932 | 93.729 | 60.960 | -72 | -78 | -77 | -81 | -66 | -76 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693693.161
- **Target RSSI fingerprint:** [-100, -83, -82, -81, -90, -80, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26681555354841,
33.91908645629883,
60.96
] | 8 |
24,155 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937699.169 | 21.227 | 120.946 | 30.480 | -76 | -74 | -84 | -70 | -74 | -83 | -66 | -54 |
| B | 1725937678.153 | 8.491 | 68.621 | 30.480 | -65 | -75 | -77 | -66 | -60 | -65 | -62 | -46 |
| C | 1725937682.154 | 7.642 | 70.147 | 30.480 | -68 | -75 | -77 | -73 | -60 | -64 | -61 | -47 |
| D | 1725938060.140 | 101.039 | 40.183 | 30.480 | -86 | -87 | -78 | -77 | -83 | -64 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937849.147
- **Target RSSI fingerprint:** [-82, -78, -71, -63, -78, -70, -68, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01984856498868,
68.16993236541748,
30.48
] | 4 |
25,099 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941123.162 | 50.095 | 53.732 | 51.816 | -77 | -76 | -76 | -73 | -75 | -77 | -73 | -68 |
| B | 1725940870.157 | 23.774 | 128.325 | 51.816 | -77 | -80 | -60 | -84 | -69 | -69 | -68 | -77 |
| C | 1725941114.156 | 91.699 | 32.738 | 51.816 | -77 | -85 | -86 | -80 | -76 | -75 | -74 | -63 |
| D | 1725941490.147 | 28.868 | 18.778 | 51.816 | -100 | -100 | -87 | -100 | -100 | -100 | -85 | -100 |
| E | 1725941051.157 | 5.094 | 58.098 | 51.816 | -100 | -70 | -73 | -71 | -62 | -61 | -72 | -69 |
| F | 1725941172.153 | 90.850 | 17.477 | 51.816 | -76 | -78 | -79 | -76 | -64 | -71 | -65 | -69 |
| G | 1725941290.148 | 81.511 | 76.809 | 51.816 | -79 | -77 | -81 | -79 | -79 | -78 | -77 | -64 |
| H | 1725941483.197 | 33.114 | 25.917 | 51.816 | -100 | -100 | -87 | -100 | -100 | -79 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941389.144
- **Target RSSI fingerprint:** [-80, -79, -83, -77, -69, -72, -68, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035470862476,
24.244980812072754,
51.816
] | 8 |
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